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stringclasses 1
value | answers
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unknown | examples
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|---|---|---|---|---|---|---|---|---|---|---|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom left, currently moving down.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>
|
FIRE
|
[
"NOOP",
"NOOP"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
"images": [
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom left, currently moving steady.
An enemy have been detected at up, currently moving steady.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"NOOP",
"FIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving left.\nAn enemy have been detected at up, currently moving up.\nThe player score is 3, and is at top right; Enemy score is 5, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving down.\nAn enemy have been detected at up, currently moving down.\nThe player score is 8, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 3, and is at top right; Enemy score is 5, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at bottom left, currently moving steady.
An enemy have been detected at up, currently moving steady.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"FIRE",
"NOOP"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 19, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 2, and is at top right; Enemy score is 2, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at bottom left, currently moving steady.
An enemy have been detected at up, currently moving steady.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"NOOP",
"LEFTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 20, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 12, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom left, currently moving steady.
An enemy have been detected at up, currently moving steady.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"LEFTFIRE",
"RIGHTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 11, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom left, currently moving steady.
An enemy have been detected at up, currently moving steady.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"NOOP"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 3, and is at top right; Enemy score is 4, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 3, and is at top right; Enemy score is 4, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom left, currently moving steady.
An enemy have been detected at up, currently moving steady.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"NOOP",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 4, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 14, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom left, currently moving steady.
An enemy have been detected at up, currently moving steady.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 4, and is at top right; Enemy score is 6, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at up right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom left, currently moving steady.
An enemy have been detected at up, currently moving steady.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 3, and is at top right; Enemy score is 4, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 19, and is at top right; Enemy score is 20, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom left, currently moving steady.
An enemy have been detected at up, currently moving steady.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 9, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 2, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"RIGHTFIRE",
"NOOP"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"NOOP",
"NOOP"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 4, and is at top right; Enemy score is 6, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 16, and is at top right; Enemy score is 14, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: UP.</answer>
|
UP
|
[
"NOOP",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 15, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 19, and is at top right; Enemy score is 19, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"DOWN",
"UP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving left.\nAn enemy have been detected at up, currently moving up.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 11, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"UP",
"RIGHTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 3, and is at top right; Enemy score is 5, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at up right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 14, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at up right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 9, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 4, and is at top right; Enemy score is 6, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 11, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 15, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 3, and is at top right; Enemy score is 4, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 18, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 8, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 8, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right-center, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 15, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 2, and is at top right; Enemy score is 2, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 15, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 20, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center left-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 9, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center left-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 15, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center left-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"RIGHTFIRE",
"LEFTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 12, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center left-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 9, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center left-center, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"LEFTFIRE",
"LEFTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 4, and is at top right; Enemy score is 6, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 19, and is at top right; Enemy score is 20, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center left-center, currently moving upleft.
An enemy have been detected at up, currently moving steady.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"LEFTFIRE",
"NOOP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 19, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 3, and is at top right; Enemy score is 5, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center left-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"NOOP",
"NOOP"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving down.\nAn enemy have been detected at up, currently moving down.\nThe player score is 8, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving up.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center left-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"NOOP",
"NOOP"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving upleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 14, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving left.\nAn enemy have been detected at up, currently moving up.\nThe player score is 3, and is at top right; Enemy score is 5, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 3, and is at top right; Enemy score is 5, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"NOOP",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 11, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 17, and is at top right; Enemy score is 15, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 8, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 16, and is at top right; Enemy score is 15, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: UP.</answer>
|
UP
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 8, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"RIGHTFIRE",
"UP"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"UP",
"NOOP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 9, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"NOOP",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving down.\nAn enemy have been detected at up, currently moving down.\nThe player score is 6, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 17, and is at top right; Enemy score is 15, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 2, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 8, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 15, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 20, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 8, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"LEFTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 18, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 15, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right-center, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"LEFTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at up right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 16, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 15, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 12, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right-center, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 3, and is at top right; Enemy score is 5, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 3, and is at top right; Enemy score is 6, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 8, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center left-center, currently moving up.\nAn enemy have been detected at up, currently moving up.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving downright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at up right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 10, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving upright.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 18, and is at top right; Enemy score is 19, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 16, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 4, and is at top right; Enemy score is 6, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>
|
FIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"RIGHTFIRE",
"FIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center left-center, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 15, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at bottom right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"FIRE",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 12, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at bottom right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"DOWN",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 18, and is at top right; Enemy score is 19, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at bottom right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"DOWN",
"LEFTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 10, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 10, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"LEFTFIRE",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 9, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 12, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 10, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"DOWN",
"LEFTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 16, and is at top right; Enemy score is 14, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 3, and is at top right; Enemy score is 4, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: UP.</answer>
|
UP
|
[
"LEFTFIRE",
"NOOP"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 3, and is at top right; Enemy score is 4, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 10, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"NOOP",
"UP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 2, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"UP",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right-center, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"DOWN",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 17, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: UP.</answer>
|
UP
|
[
"DOWN",
"DOWN"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 4, and is at top right; Enemy score is 6, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"DOWN",
"UP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>
|
FIRE
|
[
"UP",
"NOOP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 6, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 19, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"NOOP",
"FIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 14, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving down.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"FIRE",
"RIGHTFIRE"
] |
[
-1
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 18, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"RIGHTFIRE",
"LEFTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 15, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 9, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"LEFTFIRE",
"NOOP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 16, and is at top right; Enemy score is 14, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"NOOP",
"RIGHTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"NOOP"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 20, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 10, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"NOOP",
"RIGHTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 12, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"NOOP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 19, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 10, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"NOOP",
"RIGHTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 0, and is at top right; Enemy score is 0, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving up.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 19, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 8, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 19, and is at top right; Enemy score is 20, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 8, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 12, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 15, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 17, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 4, and is at top right; Enemy score is 6, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at bottom right, currently moving steady.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"RIGHTFIRE",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 18, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 3, and is at top right; Enemy score is 4, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 3, and is at top right; Enemy score is 6, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right, currently moving upleft.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 6, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right-center, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>
|
FIRE
|
[
"DOWN",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 12, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"FIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 10, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 2, and is at top right; Enemy score is 4, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"FIRE",
"RIGHTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 2, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 20, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving steady.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"RIGHTFIRE",
"NOOP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"NOOP",
"LEFTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 2, and is at top right; Enemy score is 2, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"LEFTFIRE",
"LEFTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 12, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 4, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"LEFTFIRE",
"LEFTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 15, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 14, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 15, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"LEFTFIRE",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center left-center, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"DOWN",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"DOWN",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 17, and is at top right; Enemy score is 17, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"DOWN",
"LEFTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 3, and is at top right; Enemy score is 5, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 17, and is at top right; Enemy score is 15, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"LEFTFIRE",
"LEFTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right-center, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 19, and is at top right; Enemy score is 20, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>
|
LEFTFIRE
|
[
"LEFTFIRE",
"LEFTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"LEFTFIRE",
"LEFTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving downright.\nAn enemy have been detected at up, currently moving down.\nThe player score is 4, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 9, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 18, and is at top right; Enemy score is 18, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving upright.
An enemy have been detected at up, currently moving up.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: UP.</answer>
|
UP
|
[
"LEFTFIRE",
"DOWN"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 8, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 2, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving downleft.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"DOWN",
"UP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 4, and is at top right; Enemy score is 6, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 15, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving left.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 7, and is at top right; Enemy score is 9, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving downleft.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>
|
DOWN
|
[
"UP",
"RIGHTFIRE"
] |
[
0
] |
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 17, and is at top right; Enemy score is 16, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 15, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 8, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving up.
The ball is located at upper-center right, currently moving downleft.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: UP.</answer>
|
UP
|
[
"RIGHTFIRE",
"DOWN"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving down.\nThe player score is 2, and is at top right; Enemy score is 3, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 10, and is at top right; Enemy score is 11, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving downleft.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"DOWN",
"UP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 8, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 19, and is at top right; Enemy score is 20, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 2, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving downleft.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>
|
FIRE
|
[
"UP",
"RIGHTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 6, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 14, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right, currently moving downleft.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"RIGHTFIRE",
"FIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 13, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 1, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: DOWN.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at upper-center right-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 8, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: FIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right-center, currently moving downleft.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: UP.</answer>
|
UP
|
[
"FIRE",
"RIGHTFIRE"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 5, and is at top right; Enemy score is 8, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving steady.\nThe player score is 19, and is at top right; Enemy score is 19, and is at top left. </think><answer>Thus, my next move is: LEFTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 14, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right-center, currently moving downleft.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>
|
NOOP
|
[
"RIGHTFIRE",
"UP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 12, and is at top right; Enemy score is 12, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving steady.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 13, and is at top left. </think><answer>Thus, my next move is: NOOP.</answer>",
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"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at upper-center right, currently moving upleft.\nAn enemy have been detected at up, currently moving up.\nThe player score is 4, and is at top right; Enemy score is 7, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
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|
You are a general-purpose game agent, focused on scene understanding, key object recognition, and reasonable action decision-making based on continuous game frames. Please analyze and reason from the following three dimensions:
Game Analysis: Based on the overall game setting, please describe the following:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the player controls the character, the core interaction rules, and the system feedback mechanism.
- Main Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
- Challenge Elements: Point out the key factors that contribute to the difficulty of the game (e.g., types of enemies, obstacle layout, time pressure, resource scarcity, etc.).
- Valid Actions: List all atomic actions the agent can perform in the current game (e.g., move, jump, attack, collect, etc.).
Scene Analysis: Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use region or grid-based division to indicate the relative positions of objects in the frame.
- State Changes: Capture movement state changes of each object.
Decision Making: Based on the above analysis, please infer the most reasonable next atomic action.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name (e.g., NOOP, LEFT, etc.).
|
PongNoFrameskip-v4
|
You are playing a video game. You are given a sequence of past observations. Based on these, infer the next best action.
|
<think> I first analyze the game mechanics and objectives.
Game Type: Arcade/Sports.
Gameplay: The player controls a paddle to bounce a ball and outscore the opponent.
Main Objective: Reach the score limit before the opponent.
Challenge Elements: Increasing ball speed, angle control, quick reflexes.
Legal Actions: NOOP FIRE UP DOWN RIGHTFIRE LEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at bottom, currently moving down.
The ball is located at upper-center right-center, currently moving downleft.
An enemy have been detected at up, currently moving down.
The player score is 0, and is at top right; Enemy score is 1, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>
|
RIGHTFIRE
|
[
"UP",
"NOOP"
] |
[
0
] |
[
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[
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving steady.\nThe ball is located at bottom right-center, currently moving upright.\nAn enemy have been detected at up, currently moving up.\nThe player score is 16, and is at top right; Enemy score is 14, and is at top left. </think><answer>Thus, my next move is: UP.</answer>",
"images": [
{
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{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving up.\nThe ball is located at bottom left-center, currently moving downleft.\nAn enemy have been detected at up, currently moving down.\nThe player score is 9, and is at top right; Enemy score is 10, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
"images": [
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{
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},
{
"answers": "<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE USER PROMPT>\nThen, I will observe the past scene history to understand object dynamics and current states.\nThe player is located at bottom, currently moving down.\nThe ball is located at bottom right, currently moving left.\nAn enemy have been detected at up, currently moving down.\nThe player score is 16, and is at top right; Enemy score is 14, and is at top left. </think><answer>Thus, my next move is: RIGHTFIRE.</answer>",
"images": [
{
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{
"bytes": "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",
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{
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] |
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