system stringclasses 1 value | game_name stringclasses 1 value | images images listlengths 2 2 | problem stringclasses 1 value | answers stringclasses 67 values | action stringclasses 4 values | reward listlengths 1 1 | prev_state unknown | current_state unknown |
|---|---|---|---|---|---|---|---|---|
You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving steady. </think>
<think> The ball is moving steady. </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is FIRE. </answer> | FIRE | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is FIRE. </answer> | FIRE | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is FIRE. </answer> | FIRE | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is FIRE. </answer> | FIRE | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is FIRE. </answer> | FIRE | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is FIRE. </answer> | FIRE | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
1
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is FIRE. </answer> | FIRE | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is FIRE. </answer> | FIRE | [
1
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is FIRE. </answer> | FIRE | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 1398 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 333 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving left. </think>
<think> The ball is moving upleft. </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is NOOP. </answer> | NOOP | [
1
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 333 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 333 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 333 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 333 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is LEFT. </answer> | LEFT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 333 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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You are an advanced Vision-Language Model (VLM) designed to play video games which will be given with 2 game images if available, and you need to analysis the previous game image and current game image to determine the next move. Each game is skipped by 4 frames.
Follow the steps below to determine the optimal move:
1. First, analyze the game state of the last input image from the 4 input images by reasoning about eight visual categories:
- **Agent Location Category** (e.g., player, agent position)
- **Small Object Location Category** (e.g., ball, missile position)
- **Other Object Location Category** (e.g., brick, wall position)
- **Score**
- **Clock**
- **Lives**
- **Display**
- **Miscellaneous Category** (e.g., count, existence, level, direction)
If no objects are present in a specific category, state that no relevant objects are detected.
Use the following reasoning format as an example:
<think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: [Agent] is at [location]. </think>
<think> Small Object Location Category: [Small Object] is at [location]. </think>
<think> Other Object Location Category: [Other Object] is at [location]. </think>
<think> Score[Score] is [value] and is at [location]. </think>
<think> Clock: [Clock] is [value] and is at [location]. </think>
<think> Lives: [Lives] is [value] and is at [location]. </think>
<think> Display: [Display] is [value] and is at [location]. </think>
<think> Miscellaneous Category: [Miscellaneous information]. </think>
2. Next, analyze the agent, small, and other object(if exist) movement trajectories from the current and previous game image. The directions are:
- **object Movement**: direction from left, right, up, down, upleft, upright, downleft, downright, and steady.
If no previous image is available, also state that they are moving steady.
<think> The [object name] is moving [Direction]. </think>
...<think> The [object name] is moving [Direction]. </think>
3. Then, identify the set of legal actions. These may include:
NOOP, FIRE, UP, RIGHT, LEFT, DOWN, UPRIGHT, UPLEFT, DOWNRIGHT, DOWNLEFT,
UPFIRE, RIGHTFIRE, LEFTFIRE, DOWNFIRE, UPRIGHTFIRE, UPLEFTFIRE, DOWNRIGHTFIRE, DOWNLEFTFIRE
<think> The legal actions are [list of legal actions]. </think>
4. Finally, decide and state the best next action:
<answer> Thus, my next move is [selected action]. </answer> | BreakoutNoFrameskip-v4 | You are playing a Video game. It is your turn to move. What is the next move? | <think> First, I need to reason about the game state by examining each category one by one. </think>
<think> Agent Location Category: paddle is at bottom left. </think>
<think> Small Object Location Category: ball is at top left. </think>
<think> Other Object Location Category: no relevant objects present. </think>
<think> Score Category: score is 333 and is at top left. </think>
<think> Clock Category: no relevant objects present. </think>
<think> Lives Category: lives is 5 and is at top center. </think>
<think> Display Category: no relevant objects present. </think>
<think> Miscellaneous Category: no relevant objects present. </think>
<think> Next, I need to analyze the paddle and ball movement trajectories from the current game image and previous game image. </think>
<think> The paddle is moving . </think>
<think> The ball is moving . </think>
<think> Then, I need to identify the set of legal actions. </think>
<think> The legal actions are NOOP, FIRE, RIGHT, LEFT. </think>
<answer> Thus, my next move is RIGHT. </answer> | RIGHT | [
0
] | 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