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values | images images listlengths 3 3 | problem stringclasses 1
value | answers stringlengths 590 3.25k | action stringclasses 18
values | last_action sequencelengths 2 2 | reward sequencelengths 1 1 | prev_state sequencelengths 2 2 | current_state unknown | action_score stringclasses 15
values | action_judge stringlengths 39 560 |
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You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions:
Scene Analysis: First, Extract dynamic information from the current frame and several previou... | AssaultNoFrameskip-v4 |
You are given a sequence of consecutive video game frames (observations). Please analyze and decide on the next valid action.
Note:
- Wrap your reasoning process in <think>...</think> tags.
- Wrap your final action (action name from the valid action set) in <answer>...</answer> tags.
| <think>Let me go with understanding the currnet state. I see
a mothership_enemy at (41, 15, 73, 31).
a crab_enemy at (48, 52, 63, 60).
a player_bullet at (77, 174, 80, 177).
the ammunition_bar bar with 12.0% value.
the lives at (7, 190, 65, 202), whose value is 3.
Then, Let me see what is the best next action.
The game... | UP | [
"NOOP",
"NOOP"
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Moving upward would decrease the distance between the player's ship and the alien, making it easier to target and destroy the alien before it shoots at the ship, reducing the chance of losing a life. | |
You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions:
Scene Analysis: First, Extract dynamic information from the current frame and several previou... | AssaultNoFrameskip-v4 |
You are given a sequence of consecutive video game frames (observations). Please analyze and decide on the next valid action.
Note:
- Wrap your reasoning process in <think>...</think> tags.
- Wrap your final action (action name from the valid action set) in <answer>...</answer> tags.
| <think>Let me go with understanding the currnet state. I see
a player_bullet at (77, 158, 80, 166).
a mothership_enemy at (45, 17, 77, 33).
a player at (74, 177, 82, 185).
a crab_enemy at (52, 52, 67, 60).
the ammunition_bar bar with 19.0% value.
the lives at (7, 190, 65, 202), whose value is 3.
Then, Let me see what i... | RIGHT | [
"NOOP",
"UP"
] | [
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Moving right appears to be a reasonable strategy to improve the position, either offensively or defensively. The confidence is not 1.0 because it depends on enemy patterns and the projectile avoidance strategy. | |
You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions:
Scene Analysis: First, Extract dynamic information from the current frame and several previou... | AssaultNoFrameskip-v4 |
You are given a sequence of consecutive video game frames (observations). Please analyze and decide on the next valid action.
Note:
- Wrap your reasoning process in <think>...</think> tags.
- Wrap your final action (action name from the valid action set) in <answer>...</answer> tags.
| <think>Let me go with understanding the currnet state. I see
a player_bullet at (77, 142, 80, 150).
a mothership_enemy at (49, 17, 81, 33).
a player at (80, 177, 88, 185).
a crab_enemy at (56, 52, 71, 60).
the ammunition_bar bar with 19.0% value.
the lives at (7, 190, 65, 202), whose value is 3.
Then, Let me see what i... | RIGHT | [
"UP",
"RIGHT"
] | [
0
] | [
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... | 0.8 |
The enemy is off-center to the player's left, so adjusting to the right for a better firing position is a logical move. A slight adjustment is likely better than a large one, minimizing potential exposure to enemy fire. | |
You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions:
Scene Analysis: First, Extract dynamic information from the current frame and several previou... | AssaultNoFrameskip-v4 |
You are given a sequence of consecutive video game frames (observations). Please analyze and decide on the next valid action.
Note:
- Wrap your reasoning process in <think>...</think> tags.
- Wrap your final action (action name from the valid action set) in <answer>...</answer> tags.
| <think>Let me go with understanding the currnet state. I see
a player_bullet at (77, 126, 80, 134).
a mothership_enemy at (53, 17, 85, 33).
a crab_enemy at (60, 76, 75, 84).
a player at (88, 177, 96, 185).
the ammunition_bar bar with 19.0% value.
the lives at (7, 190, 65, 202), whose value is 3.
Then, Let me see what i... | FIRE | [
"RIGHT",
"RIGHT"
] | [
0
] | [
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The action is highly appropriate as the enemy is within firing range and presents a threat that can be eliminated. | |
You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions:
Scene Analysis: First, Extract dynamic information from the current frame and several previou... | AssaultNoFrameskip-v4 |
You are given a sequence of consecutive video game frames (observations). Please analyze and decide on the next valid action.
Note:
- Wrap your reasoning process in <think>...</think> tags.
- Wrap your final action (action name from the valid action set) in <answer>...</answer> tags.
| <think>Let me go with understanding the currnet state. I see
a player at (90, 177, 98, 185).
a mothership_enemy at (57, 17, 89, 33).
a crab_enemy at (64, 76, 79, 84).
a player_bullet at (77, 99, 80, 102).
the ammunition_bar bar with 19.0% value.
the lives at (7, 190, 65, 202), whose value is 3.
Then, Let me see what is... | FIRE | [
"RIGHT",
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The projectile is close to the enemy, so firing is likely to hit it. | |
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED) | AssaultNoFrameskip-v4 | [{"src":"https://datasets-server.huggingface.co/assets/liyang619/5000_back/--/{dataset_git_revision}(...TRUNCATED) | "\nYou are given a sequence of consecutive video game frames (observations). Please analyze and deci(...TRUNCATED) | "<think>Let me go with understanding the currnet state. I see\na player at (90, 177, 98, 185).\na mo(...TRUNCATED) | UP | [
"FIRE",
"FIRE"
] | [
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAJgAAACYAAAAAAAAAAAAAAA(...TRUNCATED) | "gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYALgAAAC4AAAAAAAAAAAAAAAU(...TRUNCATED) | 0.8 | "\n\nMoving upward is a valid response as it will allow another shot to be fired or to avoid the onc(...TRUNCATED) |
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED) | AssaultNoFrameskip-v4 | [{"src":"https://datasets-server.huggingface.co/assets/liyang619/5000_back/--/{dataset_git_revision}(...TRUNCATED) | "\nYou are given a sequence of consecutive video game frames (observations). Please analyze and deci(...TRUNCATED) | "<think>Let me go with understanding the currnet state. I see\na mothership_enemy at (65, 15, 97, 31(...TRUNCATED) | RIGHT | [
"FIRE",
"UP"
] | [
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAKgAAACoAAAAAAAAAAAAAAA(...TRUNCATED) | "gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAMgAAADIAAAAAAAAAAAAAAAU(...TRUNCATED) | 0.7 | "\n\nThe reasoning is appropriate because the enemy is moving right and the player wants to hit the (...TRUNCATED) |
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED) | AssaultNoFrameskip-v4 | [{"src":"https://datasets-server.huggingface.co/assets/liyang619/5000_back/--/{dataset_git_revision}(...TRUNCATED) | "\nYou are given a sequence of consecutive video game frames (observations). Please analyze and deci(...TRUNCATED) | "<think>Let me go with understanding the currnet state. I see\na player_bullet at (93, 158, 96, 166)(...TRUNCATED) | RIGHT | [
"UP",
"RIGHT"
] | [
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYALgAAAC4AAAAAAAAAAAAAAA(...TRUNCATED) | "gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYANgAAADYAAAAAAAAAAAAAAAU(...TRUNCATED) | 0.8 | "\n\nThe projectile from the enemy is nearing the left, and moving right may be a good way to dodge.(...TRUNCATED) |
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED) | AssaultNoFrameskip-v4 | [{"src":"https://datasets-server.huggingface.co/assets/liyang619/5000_back/--/{dataset_git_revision}(...TRUNCATED) | "\nYou are given a sequence of consecutive video game frames (observations). Please analyze and deci(...TRUNCATED) | "<think>Let me go with understanding the currnet state. I see\na player_bullet at (93, 142, 96, 150)(...TRUNCATED) | NOOP | [
"RIGHT",
"RIGHT"
] | [
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAMgAAADIAAAAAAAAAAAAAAA(...TRUNCATED) | "gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAOgAAADoAAAAAAAAAAAAAAAU(...TRUNCATED) | 0.8 | "\n\nThe action seems well-timed because the projectile is between the player and the enemy UFO, mak(...TRUNCATED) |
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED) | AssaultNoFrameskip-v4 | [{"src":"https://datasets-server.huggingface.co/assets/liyang619/5000_back/--/{dataset_git_revision}(...TRUNCATED) | "\nYou are given a sequence of consecutive video game frames (observations). Please analyze and deci(...TRUNCATED) | "<think>Let me go with understanding the currnet state. I see\na player_bullet at (93, 126, 96, 134)(...TRUNCATED) | FIRE | [
"RIGHT",
"NOOP"
] | [
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYANgAAADYAAAAAAAAAAAAAAA(...TRUNCATED) | "gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAPgAAAD4AAAAAAAAAAAAAAAU(...TRUNCATED) | 0.9 | "\n\nThe enemy and the agent are aligned vertically. Therefore, shooting is a good way of destroying(...TRUNCATED) |
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