SlowGuess/NeurIPS_2023_OCR huggingface dataset:
The best executable action from the list is Priority 1: Move South-East, as the requirement of having flat ground to the south-east of the agent is met with a path 1 step to the east.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  18, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
You took action move_south.
- stone 2 steps to your east
- path 2 steps to your north-east
- tree 4 steps to your north-west
- coal 4 steps to your north-east
-iron3steps to your north-east
- table 2 steps to your south-east
- drink: 9/9
1. Stone: Provides stone resource, which can be used to craft tools, weapons, and build structures; requires a wood pickaxe or better to collect.
2. Path: Provides no resources, but serves as a marker for previously explored areas; no requirement.
3. Tree: Provides wood resource, which can be used to craft tools, weapons, and build structures; requires no specific tool for collection, but an axe is recommended for efficiency.
4. Coal: Provides coal resource, which can be used as fuel for smelting and crafting torches; requires a wood pickaxe or better to collect.
5. Iron: Provides iron resource, which can be used to craft stronger tools, weapons, and armor; requires a stone pickaxe or better to collect.
6. Table: Provides a crafting interface necessary for creating a wide range of tools, weapons, and other items; requires wood to craft.
The last action taken by the player was "move_south".
1. Stone: No, the requirements are not met as you don't have a wood pickaxe or better in your inventory.
2. Path: Yes, the requirements are met as there are no specific requirements to interact with a path
3. Tree: Yes, the requirements are met as you don't need a specific tool to collect wood, although using an axe would be more efficient.
4. Coal: No, the requirements are not met as you don't have a wood pickaxe or better in your inventory.
5. Iron: No, the requirements are not met as you don't have a stone pickaxe or better in your inventory.
6. Table: Yes, the requirements are met as you have wood in your inventory to craft a table. However, you would need to place the table down to interact with it further for crafting.
1. Craft a wood pickaxe (Priority: 5/5) - Crafting a wood pickaxe will allow you to collect important resources such as stone, coal, and iron. Since you have wood in your inventory and are close to a table, you can craft a wood pickaxe.
2. Collect stone (Priority: 4/5) - Once you have crafted a wood pickaxe, your next priority should be to gather stone. Stone is a valuable resource for crafting higher-tier tools, weapons, and building structures. You can then use collected stone to craft a stone pickaxe and other items.
3. Collect coal (Priority: 3/5) - After crafting a wood pickaxe and collecting stone, you should focus on collecting coal. Coal is essential for smelting metals (such as iron) and crafting torches, both of which will be important as you progress in the game.
The requirements for the top sub-task, crafting a wood pickaxe, are:
1. Having wood in your inventory: You already have 1 wood in your inventory.
2. Being near a table: The table is 2 steps to your south-east.
To complete this sub-task, you should first move to the table. To do that, take these steps:
1. Move east (facing east): The path 1 step to your east.
2. Move south-east (facing south): The table 1 step to your south.
1. Priority 1: Move East (Requirement: Flat ground right to the agent)
2. Priority 2: Move South-East (Requirement: Flat ground below and to the right of the agent)
3. Priority 3: Place Table (Requirement: Wood in inventory)
4. Priority 4: Make Wood Pickaxe (Requirement: Nearby table and wood in inventory)
5. Priority 5: Move North-East (Requirement: Flat ground above and to the right of the agent, to get closer to stone for future actions)
1. Priority 1: Move East (Requirement: Flat ground right to the agent) - Yes, the requirement is met as there is a path 2 steps to the north-east, so directly to the east should be flat ground.
2. Priority 2: Move South-East (Requirement: Flat ground below and to the right of the agent) - We don't have enough information to determine if the requirement is met.
3. Priority 3: Place Table (Requirement: Wood in inventory) - Yes, the requirement is met as the player has 1 piece of wood in their inventory.
4. Priority 4: Make Wood Pickaxe (Requirement: Nearby table and wood in inventory) - Partially met. The player has wood in their inventory, but a table is not placed yet.
5. Priority 5: Move North-East (Requirement: Flat ground above and to the right of the agent, to get closer to stone for future actions) - Yes, the requirement is met as there is a path 2 steps to the north-east, so directly to the northeast should be flat ground.
Yes, the last player action "move_south" succeeded because there was flat ground (grass) in the direction the player moved (south), allowing the movement to happen without any obstacles.
The best executable action from the list is Priority 1: Move East, since its requirement (flat ground right to the agent) is met, and it aligns with the player's objectives of getting closer to stone and other resources.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  19, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- grass 1 steps to your west
-path1steps to your north
- tree 3 steps to your south
- coal 3 steps to your north
- iron 2 steps to your north
- table 1 steps to your south
You face stone at your front (east).
1. Grass: The grass provides no resources but can be walked on safely.
2. Stone: Stone can be used as a crafting material and provides a resource for crafting tools and shelters.
Requirement: You need a wood pickaxe or higher to collect stone.
3. Path: The path provides no resources but can indicate safe or commonly used routes for navigation.
4. Tree: Trees provide wood, which can be used for crafting many tools, weapons, and structures.
Requirement: You need an axe or your hands to collect wood.
5. Coal: Coal is a resource used for fuel in furnaces and for crafting torches.
Requirement: You need a wood pickaxe or higher to collect coal.
6. Iron: Iron is a resource used for crafting higher-tier tools, weapons, and armor.
Requirement: You need a stone pickaxe or higher to collect iron.
7. Table: A table is an essential crafting station for making tools, weapons, and other items.
Requirement: You need to collect wood to craft a table.
Note: The list provided only considers objects specifically mentioned in the observations. Other objects such as monsters, bridges, or tunnels were not included as they were not observed in the given steps.
1. Grass: No requirements are needed for interaction with grass, so requirements are met.
2. Stone: A wood pickaxe or higher is required to collect stone. Currently, you do not have a wood pickaxe, so requirements are not met.
3. Path: No requirements are needed for interaction with the path, so requirements are met.
4. Tree: An axe or your hands are needed to collect wood. You can use your hands, so requirements are met.
5. Coal: A wood pickaxe or higher is required to collect coal. Currently, you do not have a wood pickaxe, so requirements are not met.
6. Iron: A stone pickaxe or higher is required to collect iron. Currently, you do not have a stone pickaxe, so requirements are not met.
7. Table: No requirements are needed for interaction with the table since you have already crafted one, so requirements are met.
1. Craft a Wood Pickaxe (Priority: 5/5)
To collect stone, coal, and iron, a wood pickaxe is necessary. Crafting a wood pickaxe requires using the table and the wood in your inventory.
2. Collect Stone (Priority: 4/5)
After crafting a wood pickaxe, you can collect stone. Stone is essential for crafting a stone pickaxe, which will eventually allow you to collect iron.
3. Craft a Stone Pickaxe (Priority: 3/5)
Once you have collected enough stone, you can return to the table and craft a stone pickaxe. This upgraded tool will enable you to collect iron, which is needed for crafting higher-tier items.
Requirements for the top sub-task (Craft a Wood Pickaxe):
1. Have wood in your inventory (you currently have 1 wood).
2. Be near a table (the table is 1 step to your south).
Move south to approach the table. Then, craft the wood pickaxe using the wood in your inventory and the table.
1. Priority 1: Move South (High priority)
Requirement: Flat ground below the agent (which is true in the current situation)
2. Priority 2: Make Wood Pickaxe (High priority)
Requirement: Nearby table; wood in inventory (you will be next to the table after step 1 and have 1 wood in your inventory
3. Priority 3: Move North (Medium priority)
Requirement: Flat ground above the agent (will be true after you move south)
4. Priority 4: Move East (Medium priority)
Requirement: Flat ground on the right side of the agent (true in the current situation)
5. Priority 5: Do (Medium-Low priority)
Requirement: Facing a creature or material (like stone); have the necessary tool (you'll have the wooden pickaxe after
step 2 and be facing the stone after meeting requirements of step 3 and 4)
1. Priority 1: Move South (High priority)  
Requirement: Flat ground below the agent  
Status: Requirement met (as seen in the latest player observation)
2. Priority 2: Make Wood Pickaxe (High priority) Requirement: Nearby table; wood in inventory Status: Requirement will be met after moving south (player will be next to the table and have 1 wood in inventory)
3. Priority 3: Move North (Medium priority)  
Requirement: Flat ground above the agent  
Status: Requirement will be met after moving south (as there is a path that was last seen 1 step to the north)
4. Priority 4: Move East (Medium priority)  
Requirement: Flat ground on the right side of the agent  
Status: Requirement met (as seen in the latest player observation)
5. Priority 5: Do (Medium-Low priority) Requirement: Facing a creature or material (like stone); have the necessary tool (wooden pickaxe) Status: Requirement will be met after making a wood pickaxe (step 2), and following steps 3 and 4
Question: Did the last player action succeed? Why? Answer:
Yes, the last player action (move_east) succeeded. The player was able to move east because there was flat ground (grass) to the east of their previous position, allowing them to move in that direction.
Question: Choose the best executable action from above. Answer:
The best executable action from the list above is Priority 1: Move South, as its requirement is already met in the current situation (flat ground below the agent).
- Step: 20, Cumulative Reward: 0.0=You took action move_south.
You see:  
- grass 1 steps to your west  
- stone 1 steps to your east  
- path 1 steps to your north  
- tree 3 steps to your south  
- coal 3 steps to your north  
- iron 2 steps to your north
You face table at your front (south).
Your status: -health:9/9 -food:9/9 -drink:8/9 -energy:9/9
Your inventory:  
- wood: 1  
QA  
Question: Action  
Answer:  
Make Wood Pickaxe
1. Grass: Provides no resources but can be used to traverse the land with no requirements.  
2. Stone: Provides stone resources for crafting various tools like stone pickaxe, stone sword, and furnaces; requires a wood pickaxe to collect it.  
3. Path: Provides a flat surface for walking, no resources are gained, and there are no requirements to use it.  
4. Tree: Provides wood resources for crafting various tools like wood pickaxe, wood sword, and placing a table; requires no tools to collect wood.  
5. Coal: Provides a fuel resource for smelting iron in the furnace; requires a wood pickaxe to collect it.  
6. Iron: Provides iron resources for crafting advanced tools like iron pickaxe and iron sword; requires a stone pickaxe to collect it.  
7. Table: Allows the crafting of different tools and weapons; requires wood to place one.
Question: What was the last action taken by the player? Answer: The last action taken by the player was move_south.
Question: For each object in the list, are the requirements met for interaction? Answer:
1. Grass: No requirements for interaction; requirements met.  
2. Stone: Requires a wood pickaxe to collect it; requirements not met as wood pickaxe is not in the current inventory.  
3. Path: No requirements for walking on the path; requirements met.  
4. Tree: No tools required to collect wood; requirements met.  
5. Coal: Requires a wood pickaxe to collect it; requirements not met as wood pickaxe is not in the current inventory.  
6. Iron: Requires a stone pickaxe to collect it; requirements not met as stone pickaxe is not in the current inventory.  
7. Table: Already placed, so no requirements for interaction; requirements met.
1. Craft a wood pickaxe (Priority: 5): To be able to collect stone, coal, and improve your tools, you need to have a wood pickaxe. And since you have enough wood in your inventory and are close to a table, crafting one should be a top priority.
2. Collect coal (Priority: 4): Once you have a wood pickaxe, collecting coal is important, as it will be required to smelt iron in the furnace, which is necessary for crafting more advanced tools like iron pickaxe and iron sword.
3. Collect stone (Priority: 3): After crafting a wood pickaxe, collecting stone resources is necessary as it can be utilized for crafting a stone pickaxe, stone sword, and creating a furnace. Stone can also be used to build structures, such as bridges or walls, to improve your gameplay experience.
Requirements for the top sub-task (Craft a wood pickaxe):
1. Wood: The player needs to have wood in their inventory, which they already have (1 wood).
2. Table: The player needs a table nearby to craft the wood pickaxe.
Since the player's current observation shows that they are facing the table and they already have the required amount of wood in their inventory, the player can proceed to craft the wood pickaxe immediately. The player should first take the action "make_wood_pickaxe" at the table they are facing.
1. Priority 1 - Make Wood Pickaxe: Requirements - wood in inventory (1 wood), nearby table (facing table). This action is necessary for collecting stone.
2. Priority 2 - Move North: Requirements - flat ground above the agent. The player needs to move towards coal and iron to mine them.
3. Priority 3 - Move North: Repeated action - this will bring the player closer to coal and iron.
4. Priority 4 - Collect Coal: Requirements - wood pickaxe in player's possession, and facing coal. Coal is essential to smelting iron and crafting advanced tools.
5. Priority 5 - Move South: Requirements - flat ground below the agent. After collecting coal, moving south takes the player closer to iron which is crucial for crafting iron tools and weapons.
Question: For each action in the list, are the requirements met?
Answer:
1. Make Wood Pickaxe: Yes, the requirements are met. The player has 1 wood in their inventory and is currently facing the table.
2. Move North: Yes, the requirements are met. There is a path one step to the north, indicating a flat ground.
3. Move North: Yes, after successfully completing the previous "Move North" action, the requirements for this repeated action should be met. The player will be one step closer to coal and iron.
4. Collect Coal: No, the requirements are not met yet. The player needs a wood pickaxe, which they will craft in Action 1. Additionally, they need to be facing coal; they will need to move north twice to reach the coal.
5. Move South: No, the immediate requirement is not met, as this action depends on the player completing the previous actions first. They will first need to collect coal at step 4 before returning south towards the iron.
Yes, the last player action (move_south) succeeded. The player was able to move south because there was flat ground below the agent (in the south direction) and no obstacles in the way.
The best executable action from the list above is Action 1 - Make Wood Pickaxe, as its requirements are currently met: wood in inventory (1 wood) and facing table.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step: 21, Cumulative Reward: 1.0$
- grass 1 steps to your west
- stone 1 steps to your east
- path 1 steps to your north
- tree 3 steps to your south
- coal 3 steps to your north
-iron2steps to your north
-health:9/9
-food:9/9
drink: 8/9
energy: 9/9
- wood_pickaxe: 1
1. Grass: Provides no resources, can be walked on without any requirements.
2. Stone: Provides stone resource, requires a wood pickaxe or better to mine.
3. Path: Provides no resources, can be walked on without any requirements.
4. Tree: Provides wood resource, requires no tools to interact with, but having an axe speeds up the process.
5. Coal: Provides coal resource, requires a wood pickaxe or better to mine.
6. Iron: Provides iron resource, requires a stone pickaxe or better to mine.
7. Table: Provides a surface to craft items, requires wood to craft and place.
8. Wood_pickaxe (in inventory): Provides mining ability for stone and coal, requires wood to craft at a table.
The last action taken by the player was "make_wood_pickaxe."
Answer:
1. Grass: Yes, the requirements are met for interaction as it can be walked on without any requirements.
2. Stone: Yes, the requirements are met for interaction since you have a wood_pickaxe in your inventory, which is needed to mine stone.
3. Path: Yes, the requirements are met for interaction as it can be walked on without any requirements.
4. Tree: Yes, the requirements are met for interaction as no tools are required to interact with trees, and having an axe would only speed up the process.
5. Coal: Yes, the requirements are met for interaction since you have a wood_pickaxe in your inventory, which is needed to mine coal.
6. Iron: No, the requirements are not met for interaction, as mining iron requires a stone pickaxe or better, and you currently only have a wood_pickaxe.
7. Table: Yes, the requirements are met for interaction as you already have a table placed in front of you.
8. Wood_pickaxe (in inventory): Yes, the requirements are met for interaction as you've already crafted it at the table using wood.
1. Mine stone (Priority 5/5): Since you have a wood_pickaxe in your inventory, you should mine stone, which can be found 1 step to your east. Stone is essential for crafting stone tools, like a stone pickaxe and stone sword.
2. Mine coal (Priority 4/5): With a wood_pickaxe, you can mine coal, which is located 3 steps to your north. Coal is needed to smelt iron in a furnace, which will help you progress further in the game.
3. Craft a stone pickaxe (Priority 3/5): Once you have mined enough stone, return to the table and craft a stone pickaxe. A stone pickaxe will allow you to mine iron, which is essential for creating iron tools and weapons.
For the top sub-task of mining stone:
1. The player must have a wood_pickaxe in their inventory.
As the player already has a wood_pickaxe in their inventory, they can proceed with mining the stone.
The player should do the following first:
1. Move one step to the east to reach the stone.
2. Use the wood_pickaxe to mine the stone.
Priority 1: Move East
Priority 2: Do
Requirement: Facing material (stone); have necessary tool (wood_pickaxe).
Priority 3: Move North
Requirement: Flat ground above the agent.
Priority 4: Do
Requirement: Facing material (coal); have necessary tool (wood_pickaxe).
Priority 5: Move North
- Yes, the requirement is met. There is stone 1 step to the east.
- No, the requirement is not met. Though the player has a wood_pickaxe, they are not facing the stone.
- Yes, the requirement is met. There is a path 1 step to the north.
- No, the requirement is not met. Though the player has a wood_pickaxe, they are not facing the coal.
Yes, the last player action succeeded because the player had the required wood in their inventory and had access to a nearby table. This allowed the player to craft a wood_pickaxe.
The best executable action from the list above is Priority 1: Move East, as its requirement of having flat ground right to the agent is met.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  22, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- grass 1 steps to your west
-path 1 steps to your north
- tree 3 steps to your south
- coal 3 steps to your north
- iron 2 steps to your north
- table 1 steps to your south
- health: 9/9
-food:9/9
drink: 8/9
energy: 9/9
- wood_pickaxe: 1
QA
1. Grass: Provides no specific resources but can be used for landscape aesthetics; no requirement.
2. Stone: Provides stone resources used for crafting tools, weapons, and structures; requires a wood_pickaxe to collect.
3. Path: Provides easy navigation and movement; no requirement
4. Tree: Provides wood resources used for crafting tools, weapons, and structures; requires an axe to collect.
5. Coal: Provides fuel for furnaces and torches; requires a wood_pickaxe to collect.
6. Iron: Provides iron resources used for crafting advanced tools, weapons, and structures; requires a stone_pickaxe to collect.
7. Table: Crafting station for tools, weapons, and other items; requires wood to craft and place.
1. Grass: No specific requirements for interaction; requirements met.
2. Stone: Requires a wood_pickaxe to collect; requirements met (wood_pickaxe in inventory).
3. Path: No specific requirements for interaction; requirements met.
4. Tree: Requires an axe to collect; requirements not met (no axe in inventory).
5. Coal: Requires a wood_pickaxe to collect; requirements met (wood_pickaxe in inventory).
6. Iron: Requires a stone_pickaxe to collect; requirements not met (no stone_pickaxe in inventory).
7. Table: Already placed and available for crafting; requirements met.
1. Collect Coal: High priority (5/5) - Collect coal for fuel in furnaces and creating torches. The player has the required wood_pickaxe in their inventory.
2. Collect Stone: High priority (4/5) - Collect stone resources to craft a stone_pickaxe and other stone tools, weapons, and structures. The player has the required wood_pickaxe in their inventory.
3. Craft Stone Tools (stone_pickaxe): Moderate priority (3/5) - Craft a stone_pickaxe after collecting enough stone for better mining capabilities and to collect iron. The player will need to collect stone first to meet the crafting requirements.
The top sub-task is to Collect Coal. Its requirements are:
1. Have a wood_pickaxe, which the player already has in their inventory.
2. Locate coal available in the environment.
The player should first locate and approach the coal in the environment. According to the latest observation, there is coal 3 steps to the player's north. To achieve this sub-task, the player should move north to get closer to the coal. Once they are in front of the coal, they can use their wood_pickaxe to collect it.
Here are the top 5 actions the player should take, along with their requirements and priority:
1. Priority 1 - Move North: (Requirement: Flat ground above the agent)