system stringclasses 1 value | game_name stringclasses 2 values | images images listlengths 4 4 | problem stringclasses 1 value | answers stringlengths 689 813 | action stringclasses 18 values | last_action sequencelengths 2 2 | reward sequencelengths 1 1 | prev_state sequencelengths 2 2 | current_state unknown | examples listlengths 3 3 |
|---|---|---|---|---|---|---|---|---|---|---|
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.).
| BoxingNoFrameskip-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: Sports/Fighting.
Gameplay: The player controls a boxer to move and punch the opponent.
Main Objective: Outscore or knock out the opponent.
Challenge Elements: Distance management, punch timing, evasion.
Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at upper-center left-center, currently moving downright.
An enemy have been detected at upper-center right-center, currently moving downright.
The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: DOWNLEFTFIRE.</answer> | DOWNLEFTFIRE | [
"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 upper-center left-center, currently moving steady.\nAn enemy have been detec... | |
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.).
| BoxingNoFrameskip-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: Sports/Fighting.
Gameplay: The player controls a boxer to move and punch the opponent.
Main Objective: Outscore or knock out the opponent.
Challenge Elements: Distance management, punch timing, evasion.
Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at upper-center left-center, currently moving steady.
An enemy have been detected at upper-center right-center, currently moving upleft.
The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: FIRE.</answer> | FIRE | [
"NOOP",
"DOWNLEFTFIRE"
] | [
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 upper-center right-center, currently moving upright.\nAn enemy have been det... | |
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.).
| BoxingNoFrameskip-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: Sports/Fighting.
Gameplay: The player controls a boxer to move and punch the opponent.
Main Objective: Outscore or knock out the opponent.
Challenge Elements: Distance management, punch timing, evasion.
Legal Actions: NOOP FIRE UP RIGHT LEFT DOWN UPRIGHT UPLEFT DOWNRIGHT DOWNLEFT UPFIRE RIGHTFIRE LEFTFIRE DOWNFIRE UPRIGHTFIRE UPLEFTFIRE DOWNRIGHTFIRE DOWNLEFTFIRE.
Then, I will observe the past scene history to understand object dynamics and current states.
The player is located at upper-center left-center, currently moving steady.
An enemy have been detected at upper-center right-center, currently moving upleft.
The score of the player is 0, score of enemy is 0. </think><answer>Thus, my next move is: FIRE.</answer> | FIRE | [
"DOWNLEFTFIRE",
"FIRE"
] | [
0
] | [
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"You are a general-purpose game agent, focused on scene understanding, key object recognition, and r(...TRUNCATED) | BoxingNoFrameskip-v4 | [{"src":"https://datasets-server.huggingface.co/assets/liyang619/6data/--/{dataset_git_revision}/--/(...TRUNCATED) | "You are playing a video game. You are given a sequence of past observations. Based on these, infer (...TRUNCATED) | "<think> I first analyze the game mechanics and objectives.\nGame Type: Sports/Fighting.\nGameplay: (...TRUNCATED) | DOWNFIRE | [
"DOWNFIRE",
"DOWNFIRE"
] | [
0
] | ["gASVUB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCJR4AAPc8BgD3PAYAJQAAACUAAAAAAAAAAAAAAA(...TRUNCATED) | "gASVUB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCJR4AAPc8BgD3PAYALQAAAC0AAAAAAAAAAAAAAAE(...TRUNCATED) | [{"answers":"<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE(...TRUNCATED) |
"You are a general-purpose game agent, focused on scene understanding, key object recognition, and r(...TRUNCATED) | BoxingNoFrameskip-v4 | [{"src":"https://datasets-server.huggingface.co/assets/liyang619/6data/--/{dataset_git_revision}/--/(...TRUNCATED) | "You are playing a video game. You are given a sequence of past observations. Based on these, infer (...TRUNCATED) | "<think> I first analyze the game mechanics and objectives.\nGame Type: Sports/Fighting.\nGameplay: (...TRUNCATED) | RIGHT | [
"DOWNFIRE",
"DOWNFIRE"
] | [
0
] | ["gASVUB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCJR4AAPc8BgD3PAYAKQAAACkAAAAAAAAAAAAAAA(...TRUNCATED) | "gASVUB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCJR4AAPc8BgD3PAYAMQAAADEAAAAAAAAAAAAAAAE(...TRUNCATED) | [{"answers":"<think> I first analyze the game mechanics and objectives.\n<THE PART IS IGNORED IN THE(...TRUNCATED) |
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