SlowGuess/NeurIPS_2023_OCR huggingface dataset:
Action: Move north towards the coal, which is 3 steps away according to the latest observation.
2. Priority 2 - Move North: (Requirement: Flat ground above the agent)
Action: Move north once again to reach the coal, as it's still 2 steps away.
3. Priority 3 - Move North: (Requirement: Flat ground above the agent)
Action: Move north once more to finally reach the coal and be in front of it.
4. Priority 4 - Do: (Requirement: Facing the coal and have a wood_pickaxe)
Action: Use the wood_pickaxe to collect the coal, which will be essential for smelting iron.
5. Priority 5 - Move South: (Requirement: Flat ground below the agent)
Action: Move back south towards the crafting table, which can be used for further crafting tasks.
These actions will ensure that the player collects the coal needed for the game progression and allow them to move on to
other tasks, such as smelting iron and crafting more advanced tools and weapons.
Yes, the requirement is met as there is a path 1 step to the player's north, indicating flat ground.
Based on the current observation, we don't have enough information regarding the second step to the north. It will depend
on the new observation after the player follows the first action.
Similar to the second action, we don't have enough information based on the current observation for the third step to the
north. It will depend on new observations after following the first two actions.
Requirements for this action will be checked after the first three actions are completed. The player already has a
wood_pickaxe in their inventory.
This action should be possible once the player has reached the coal and collected it, as they'll be moving back to where
they already navigated.
Yes, the last player action, move_east, succeeded because there was a flat ground (path) to the east of the player, allowing
them to move in that direction.
The best executable action based on the current observation is Priority 1 - Move North, as the requirement of having flat
ground above the agent is already met, with a path one step to the player's north.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  23, 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
- stone 2 steps to your south-east
-path 1 steps to your east
- tree 4 steps to your north-west
- coal 2 steps to your north
- table 2 steps to your south
You face iron at your front (north).
-health:9/9
-food:9/9
- drink: 8/9
energy: 9/9
- Grass: Provides saplings for planting trees; no requirement to interact.
- Stone: Provides stone for crafting and building; requires a wood pickaxe or better to collect.
- Path: No resource provided; helps with navigation and movement.
- Tree: Provides wood for crafting and building; requires any type of pickaxe to collect.
- Coal: Provides coal for smelting and cooking; requires a wood pickaxe or better to collect.
- Iron: Provides iron for crafting and smelting; requires a stone pickaxe or better to collect.
- Table: Used for crafting various tools and items; no requirement to interact, but you need wood to place it.
- Grass: Yes, there are no requirements to interact with grass.
- Stone: Yes, the requirement to use a wood pickaxe or better is met, as you have a wood_pickaxe in your inventory.
- Path: Yes, there are no requirements to interact with the path
- Tree: No, the requirement of having a pickaxe to collect wood is not met since you have a wood pickaxe (not suitable for chopping trees). You need an axe.
- Coal: Yes, the requirement to use a wood pickaxe or better is met, as you have a wood_pickaxe in your inventory.
- Iron: No, the requirement to use a stone pickaxe or better is not met since you have a wood_pickaxe in your inventory. You need a stone pickaxe or better.
- Table: Yes, there are no requirements to interact with the table.
Answer:
1. Collect coal (Priority: 5/5) - You meet the requirement of having a wood_pickaxe, so you can collect coal. Coal will be useful for smelting iron and cooking food later on.
2. Collect stone (Priority: 4/5) - You meet the requirement of having a wood_pickaxe, so you can collect stone. Collecting stone allows you to craft a stone pickaxe, necessary to mine iron.
3. Make a stone pickaxe (Priority: 3/5) - Once you collect enough stone, you should make a stone pickaxe at the table. This will allow you to collect iron and progress further in the game.
The top sub-task is to collect coal. Here are the requirements for this task:
- Have a wood_pickaxe or better tool (which you already have in your inventory)
As the player is already facing coal and has a wood_pickaxe, they can proceed directly to the task. The player should perform the following action first:
- Take the action "do" to use the wood_pickaxe to collect coal.
Question: List top 5 actions the player should take and the requirement for each action. Choose ONLY from the list of all actions. Indicate their priority out of 5.
1. Priority 1: Action "do" - Requirement: Facing creature or material; have necessary tool. (The player is currently facing iron and has a wood pickaxe, so they can use it to collect coal first.)
2. Priority 2: Action "make_iron_pickaxe" - Requirement: Nearby table, furnace; wood, coal, and iron in inventory. (After collecting coal, the player should gather iron to craft an iron pickaxe.)
3. Priority 3: Action "make_iron_sword" - Requirement: Nearby table, furnace; wood, coal, and iron in inventory. (Once the player has enough resources, they can craft an iron sword to defend against monsters more efficiently.)
4. Priority 4: Action "collect_diamond" - Requirement: Make Iron Pickaxe. (With an iron pickaxe, the player can look for and mine diamonds to progress further in the game.)
5. Priority 5: Action "move_south" - Requirement: Flat ground below the agent. (The player might need to explore new areas. This movement can be alternated with other directions - move_west, move_east, move_north - to find diamonds and other resources.)
Answer:
1. Priority 1: Action "do" - The requirement is met, as the player is currently facing iron and has a wood_pickaxe in their inventory. They can use the wood_pickaxe to collect the iron.
2. Priority 2: Action "make_iron_pickaxe" - The requirements are not yet met, as the player still needs to collect coal and iron. The player should focus on gathering coal and iron before attempting to make an iron pickaxe.
3. Priority 3: Action "make_iron_sword" - The requirements are not yet met, as the player currently has only a wood_pickaxe and needs to collect coal and iron to craft an iron sword.
4. Priority 4: Action "collect_diamond" - The requirement is not met, as the player needs to first create an iron pickaxe to mine diamonds.
5. Priority 5: Action "move_south" - The requirement is met, as there is flat ground below the agent. The player can move south to explore new areas or search for resources.
Yes, the last player action, move_north, succeeded because the player had a flat ground space available towards the north. This allowed the player to move in that direction without any hindrances.
The best executable action from the list above is Priority 1: Action "do" - Since the player is facing iron and has a wood_pickaxe in their inventory, they can use it to collect the iron.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  24, 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
- stone 2 steps to your south-east
- path 1 steps to your east
- tree 4 steps to your north-west
- coal 2 steps to your north
- table 2 steps to your south
-health:9/9
-food:9/9
- drink: 8/5
energy: 9/9
1. Grass: Provides no specific resources but is a flat ground useful for building or moving. No requirements.
2. Stone: Provides stone resource when mined with a wood pickaxe or better. Requires wood_pickaxe.
3. Path: Provides a flat surface to move or build upon. No requirements.
4. Tree: Provides wood resource when chopped using an appropriate tool. Requires wood pickaxe or better.
5. Coal: Provides coal resource for smelting when mined with a wood pickaxe or better. Requires wood_pickaxe.
6. Table: Allows crafting of tools and weapons. Requires wood to construct.
7. Iron: Provides iron resource when mined with a stone pickaxe or better. Requires stone_pickaxe.
The last action taken by the player was "do".
1. Grass: No requirements to interact, so yes, the requirements are met.
2. Stone: Requires a wood pickaxe to mine. Since you have a wood_pickaxe in your inventory, the requirements are met.
3. Path: No requirements to interact, so yes, the requirements are met.
4. Tree: Requires a wood pickaxe or better to chop. Since you have a wood_pickaxe in your inventory, the requirements are met.
5. Coal: Requires a wood pickaxe or better to mine. Since you have a wood_pickaxe in your inventory, the requirements are met.
6. Table: No requirements to interact with, so yes, the requirements are met.
7. Iron: Requires a stone pickaxe or better to mine. You currently only have a wood_pickaxe in your inventory, so the requirements are not met.
1. Priority 4/5: Collect coal by mining it with the wood pickaxe. This will allow you to smelt iron once you have a stone pickaxe and a furnace.
2. Priority 5/5: Mine the stone with the wood pickaxe to craft a stone pickaxe. This is a high-priority task because it enables you to mine iron and advance your tools and weapons.
3. Priority 3/5: Chop a tree to gather more wood for crafting and building, such as creating a shelter for protection during the night.
For the top sub-task, which is to collect coal by mining it with the wood pickaxe, the requirements are:
1. A wood pickaxe in the inventory (already available).
2. Locate and face a coal block within reach.
The player should first move 2 steps north to get closer to the coal block, and then use the wood pickaxe to mine it by taking the "do" action.
1. Priority 1: Move North (2 steps) - Requirement: Flat ground above the agent.
2. Priority 2: Do - Requirement: Facing the coal block and having a wood_pickaxe in inventory.
3. Priority 3: Move South (2 steps) - Requirement: Flat ground below the agent.
4. Priority 4: Move West - Requirement: Flat ground left to the agent.
5. Priority 5: Make Stone Pickaxe - Requirement: Nearby table, wood and stone in inventory.
1. Priority 1: Move North (2 steps) - Yes, the requirement (flat ground above the agent) is met as there is a coal block 2 steps to the north.
2. Priority 2: Do - Yes, the requirements (facing a coal block and having a wood_pickaxe in inventory) are met after moving north 2 steps.
3. Priority 3: Move South (2 steps) - Yes, the requirement (flat ground below the agent) is met as there are flat paths to take.
4. Priority 4: Move West - Yes, the requirement (flat ground left to the agent) is met as there is grass block 1 step to the west.
5. Priority 5: Make Stone Pickaxe - No, the requirement (nearby table, wood and stone in inventory) is not met, as the player has no stone in the inventory.
It's not clear if the last player action succeeded because the observations provided are identical before and after taking the action "do." The observation may not include the changed status or collected resources which could indicate the success or failure of the action.
The best executable action from the above list is Priority 1: Move North (2 steps), as its requirements are met and it brings the player closer to the coal block, which can be collected with the wood_pickaxe.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  25, 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
- stone 2 steps to your south-east
- path 1 steps to your east
- tree 4 steps to your north-west
- coal 2 steps to your north
- table 2 steps to your south
- health: 9/9
-food:8/9
drink:8/9
- energy: 9/9
- wood pickaxe: 1
1. Grass: Provides no resources, can be used as a flat surface to move on.
2. Stone: Provides stone resources, requires a wood_pickaxe or better to mine.
3. Path: Provides no resources, serves as a flat surface to move on.
4. Tree: Provides wood resources, requires no specific tools but mining speed may increase with an axe.
5. Coal: Provides coal resources, requires a wood_pickaxe or better to mine
6. Table: Allows crafting of tools, weapons, and other items, requires wood to craft.
7. Iron: Provides iron resources, requires a stone_pickaxe or better to mine.
1. Grass: Yes, there are no specific requirements for interaction.
2. Stone: Yes, the wood_pickaxe in the player's inventory meets the requirement for mining stone.
3. Path: Yes, there are no specific requirements for interaction
4. Tree: Yes, no specific tools are required to interact with the tree, though having an axe may speed up the process.
5. Coal: Yes, the wood_pickaxe in the player's inventory meets the requirement for mining coal.
6. Table: Yes, the table can be interacted with for crafting since it is already placed.
7. Iron: No, the requirement of a stone_pickaxe or better is not met as the player only has a wood_pickaxe in their inventory.
Answer:
1. Craft a Stone Pickaxe (Priority 5): Mine stone (using the wood_pickaxe) and craft a stone_pickaxe at the table to meet the requirement for mining iron.
2. Mine Coal (Priority 4): Use the wood_pickaxe to mine the coal nearby, as coal is useful for smelting iron and creating better tools and weapons.
3. Mine and Collect Wood (Priority 3): Interact with the tree to collect wood resources, which are essential for crafting items, tools, and building structures.
The requirements for the top sub-task (Craft a Stone Pickaxe) are:
1. Mine Stone: Use the wood_pickaxe to mine nearby stone. The player sees stone 2 steps to their south-east.
2. Access a Table: There is a table 2 steps to the player's south. They need to be close to the table to craft a stone_pickaxe.
The player should first move towards the stone (south-east) and mine it using their wood_pickaxe to collect enough stone resources for crafting a stone_pickaxe.
1. Priority 1 - Move South-East: This action has a flat ground requirement. The player needs to move south-east to approach the stone visible 2 steps away in that direction.
2. Priority 2 - Do: Facing the creature or material and having the necessary tool are the requirements. In this case, the player should use their wood_pickaxe to mine the stone they approached in the previous step.
3. Priority 3 - Move South: Flat ground is required. Since the table is 2 steps to the player's south, moving south will bring the player closer to the table, which is needed for crafting.
4. Priority 4 - Make Stone Pickaxe: The requirements are that there must be a nearby table and that the player has wood and stone in their inventory. After collecting the stone in the previous steps, the player can now craft a stone_pickaxe while being close to the table.
5. Priority 5 - Drink: To restore the drink meter before it drops too low, the player needs to find a drinkable water source. This action requires a drink source like a lake or river within reach.
1. Priority 1 - Move South-East: Yes, the requirement of flat ground is met as there is a path one step to the player's east and stone two steps to the player's south-east.
2. Priority 2 - Do: Not yet, as the player has not moved to the stone yet. Once the player moves to the stone, the requirements of facing the material (stone) and having the necessary tool (wood_pickaxe) will be met.
3. Priority 3 - Move South: Yes, the requirement of flat ground is met. The table being two steps to the player's south indicates that it is reachable.
4. Priority 4 - Make Stone Pickaxe: Not yet, as the player has not collected the stone yet. Once the player moves to the stone and collects it using the wood_pickaxe, the requirements of a nearby table and having wood and stone in the inventory will be met.
5. Priority 5 - Drink: No, the current observation does not provide information about a drinkable water source. The player needs to find a lake or river within reach before this requirement will be met.
Yes, the last player action of "move_north" succeeded. In Player Observation Step 50, we can see that the player has moved to a new position facing the iron to their north. The action succeeded because there was likely flat ground to the north allowing the player to move in that direction.
The best executable action from the list above is Priority 1 - Move South-East. The requirement of flat ground is met, and this action will bring the player closer to the stone they need to collect.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  26, 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
- 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
- health: 9/9
- food: 8/9
- drink: 8/9
- energy: 9/9
1. Grass: Provides no specific resource. No requirements.
2. Stone: Provides stone resource. Requires a wood_pickaxe or better to collect.
3. Path: Provides no specific resource. No requirements.
4. Tree: Provides wood resource. Requires no specific tool or a wood_pickaxe or better to collect.
5. Coal: Provides coal resource. Requires a wood pickaxe or better to collect.
6. Iron: Provides iron resource. Requires a stone_pickaxe or better to collect.
7. Table: Provides a crafting surface. Requires wood to create.
The last action taken by the player was move_south.
1. Grass: Yes, the requirements are met for interaction. You can interact with grass without any specific tool.
2. Stone: Yes, the requirements are met as you have a wood_pickaxe in your inventory, which is suitable for collecting stone.
3. Path: Yes, the requirements are met for interaction. You can move along the path without any specific tool.
4. Tree: Yes, the requirements are met as you have a wood_pickaxe in your inventory, which is suitable for collecting wood.
5. Coal: Yes, the requirements are met as you have a wood_pickaxe in your inventory, which is suitable for collecting coal.
6. Iron: No, the requirements are not met because you need a stone_pickaxe or better to collect iron, but you only have a wood_pickaxe.
7. Table: Yes, the requirements are met for interaction, as you can use the table to craft items with the resources in your inventory.
Question: List top 3 sub-tasks the player should follow. Indicate their priority out of 5.
Answer: 1. Collect Stone (Priority: 5/5): Collect stone using the wood_pickaxe to enable crafting of stone tools, such as a stone_pickaxe, which is required to mine iron.
2. Craft Stone Pickaxe (Priority: 4/5): Craft a stone_pickaxe using the resources collected (wood and stone) at the table. The stone_pickaxe will allow you to mine iron.
3. Collect Coal (Priority: 3/5): Use the wood_pickaxe to collect coal, which will be essential for smelting iron and other ores in the future.
Answer: The requirements for the top sub-task (Collect Stone) are:
1. Have a wood_pickaxe (which the player already has in their inventory)
To execute the top sub-task, the player should do the following first:
1. Move towards the stone: The player should move east to reach the stone located one step to the east.
Question: List top 5 actions the player should take and the requirement for each action. Choose ONLY from the list of all actions. Indicate their priority out of 5.
Answer: Priority 1: Move East -Requirement: Flat ground right to the agent. (To reach the stone)
Priority 2: Do -Requirement: Facing creature or material; have necessary tool. (To mine the stone using the wood_pickaxe)
Priority 3: Move West -Requirement: Flat ground left to the agent. (To return to the table)
Priority 4: Make Stone Pickaxe -Requirement: Nearby table; wood, stone in inventory. (To upgrade the pickaxe)
Priority 5: Move North -Requirement: Flat ground above of the agent. (To move towards the coal for future collection)
Answer:  
Priority 1: Move East - Requirement: Flat ground right to the agent.  
Yes, the requirement is met as there is a stone 1 step to the east.
Priority 2: Do - Requirement: Facing creature or material; have a necessary tool. Since the player is not currently facing the stone (it is 1 step to the east), the requirement is not met yet. The player needs to complete priority 1 first to face the stone.
Priority 3: Move West - Requirement: Flat ground left to the agent.  
Yes, the requirement is met as there is grass 1 step to the west. However, this action should be completed after collecting the stone (after completing priority 1 and 2).
Priority 4: Make Stone Pickaxe - Requirement: Nearby table; wood, stone in inventory. Currently, the player has only a wooden pickaxe in their inventory but not the required materials to craft a stone pickaxe (wood and stone). The requirement is not met yet. The player needs to collect stone in priority 2.
Priority 5: Move North - Requirement: Flat ground above the agent.  
Yes, the requirement is met as there is a path 1 step to the north. However, this action should be taken after completing priorities 1, 2, 3, and 4 to make the best use of resources and available tools.
Question: Did the last player action succeed? Why?   
Answer:   
Yes, the last player action succeeded. The player was able to move south because there was flat ground in the south direction, allowing the player to move from their previous position to the new one.
Question: Choose the best executable action from above. Answer: The best executable action from the list above is:
Priority 1: Move East - Requirement: Flat ground right to the agent.
This action can be executed because there is a stone 1 step to the east, which meets the requirement of having flat ground right to the agent.
- Step: 27, Cumulative Reward: 0.0= You took action move_east.
You see:  
- 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
Your status: - health: 9/9
-food:8/9
drink: 8/9
- energy: 9/9
1. Grass: Provides no specific resource, can be used as a general terrain for movement.
2. Stone: Provides stone resource, used for crafting tools, weapons, and structures.
Requirement: Wood pickaxe to collect.
3. Path: Provides no specific resource, serves as a ground indicator for previous player movement.
4. Tree: Provides wood resource, used for crafting tools, weapons, and structures.
Requirement: None, can be collected without a tool, but a wood pickaxe would be faster.
5. Coal: Provides coal resource, necessary for smelting iron in the furnace.