SlowGuess/NeurIPS_2023_OCR huggingface dataset:
1. Priority 1: Move South-East (Requirement: Flat ground in the South-East direction) - Yes, there is a path 1 step to your East.
2. Priority 2: Move South-East (Requirement: Flat ground in the South-East direction) - Cannot determine from the current observation as it is beyond visible range; take Priority 1 action first.
3. Priority 3: Move South-East (Requirement: Flat ground in the South-East direction) - Cannot determine from the current observation as it is beyond visible range; take Priority 1 and 2 actions first.
4. Priority 4: Make Stone Pickaxe (Requirement: Nearby table; wood and stone in inventory) - Yes, the table is 3 steps to your South-East, and you have wood and stone in your inventory.
5. Priority 5: Move North-East (Requirement: Flat ground in the North-East direction) - Yes, there is a path 1 step to your East, which is diagonally North-East.
Yes, the last player action succeeded. The player moved south because there was flat ground (grass) in that direction, which met the requirement for moving south: "Move South: Flat ground below the agent."
The best executable action from above is Priority 1: Move South-East (Requirement: Flat ground in the South-East direction).
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  62, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- stone 3 steps to your south-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
- health: 9/9
-food:7/9
drink: 6/9
energy: 7/9
Question: List objects in the current observation. For each object, breifly answer what resource it provides and its
1. Stone: Provides stone resource, requires a wood or higher-level pickaxe to collect.
2. Path: No resource provided, provides easier movement without energy consumption.
3. Tree: Provides wood resource, requires an axe or interaction with hands to collect.
4. Coal: Provides coal resource, requires a wood or higher-level pickaxe to collect.
5. Iron: Provides iron resource, requires a stone or higher-level pickaxe to collect
6. Table: No resource to collect, but provides the ability to craft pickaxes and swords using collected resources.
1. Stone: Yes, the requirements are met for interaction as you have a wood_pickaxe in your inventory.
2. Path: Yes, the requirements are met for interaction as no specific tool or item is required to use the path.
3. Tree: Yes, the requirements are met for interaction since you can collect wood using your hands, although having an axe would be more efficient.
4. Coal: Yes, the requirements are met for interaction as you have a wood_pickaxe in your inventory.
5. Iron: No, the requirements are not met for interaction as you need a stone or higher-level pickaxe, but you only have a wood_pickaxe.
6. Table: Yes, the requirements are met for interaction since having collected resources and being near the table allows crafting of pickaxes and swords.
1. Craft a stone pickaxe (Priority: 5/5): Collect more stone using your wood_pickaxe, then craft a stone pickaxe at the table. It will allow you to collect iron and be more efficient.
2. Collect more wood from the tree (Priority: 4/5): Collecting more wood will help you craft additional tools or build structures, and it's useful for smelting iron in the furnace later.
3. Gather coal (Priority: 3/5): Collect coal using your wood_pickaxe as it can be used as a fuel source for the furnace and is necessary for smelting iron.
Note: While priorities are given out of 5, these top 3 sub-tasks have different levels of importance relative to each other.
For the top sub-task (Craft a stone pickaxe), the requirements are:
1. Collect more stone: You already have a wood_pickaxe in your inventory and two stones, so you'll need to collect additional stones (a total of 3 stones are required). Locate and mine stone by moving closer to it and using wood_pickaxe.
2. Craft a stone pickaxe at the table: You need to be near the table to craft the stone pickaxe. The table is 2 steps to your south-east.
To complete this top sub-task, the player should first move towards the stone (3 steps to your south-east) and use the wood_pickaxe to collect more stone. Once enough stone is collected (total of 3), move towards the table (2 steps south-east from your current position) and craft the stone pickaxe.
1. Priority 1: Move South-East (Action: Move South)  
Requirement: Flat ground below of the agent.
2. Priority 2: Move East (Action: Move East) Requirement: Flat ground right to the agent.
3. Priority 3: Do (Use Wood Pickaxe on stone) Requirement: Facing stone; have a wood_pickaxe in the inventory.
4. Priority 4: Move West (Action: Move West) Requirement: Flat ground left to the agent.
5. Priority 5: Make Stone Pickaxe (Action: Make Stone Pickaxe) Requirement: Nearby table; wood and stone in inventory.
1. Priority 1: Move South-East (Action: Move South)
Requirement: Flat ground below of the agent.
- Yes, the requirement is met since the player is currently facing grass (flat ground) to the south.
2. Priority 2: Move East (Action: Move East)
- Yes, the requirement is met since there is a path (flat ground) 1 step to the east in Step 122 observation.
3. Priority 3: Do (Use Wood Pickaxe on stone)
Requirement: Facing stone; have a wood_pickaxe in the inventory.
- No, the requirement is not met as the player is not currently facing stone.
4. Priority 4: Move West (Action: Move West)
- Not enough information to determine if the requirement is met, as there is no mention of flat ground to the west.
5. Priority 5: Make Stone Pickaxe (Action: Make Stone Pickaxe)
Requirement: Nearby table; wood and stone in inventory.
- No, the requirement is not met as the player is not currently near the table (2 steps to the south-east in Step 124 observation).
Yes, the last player action (move_south) succeeded because there was flat ground (grass) to the south of the player's position, allowing them to move in that direction.
The best executable action from the above list is Priority 1: Move South-East (Action: Move South), as the requirement of having flat ground below the agent is met.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  63, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- stone 2 steps to your east
-path 3 steps to your north-east
- tree 3 steps to your south-east
- coal 5 steps to your north-east
-iron4steps to your north-east
- table 1 steps to your east
-health:9/9
-food:7/9
- drink: 6/
-energy:7/9
- wood: 1
- stone: 2
-coal:1
- wood_pickaxe: 1
1. Stone: Provides stone resource, requires a wood_pickaxe or better to collect.
2. Path: No resources provided, serves as a convenient route to travel
3. Tree: Provides wood resource, requires no tools to collect but a tool like an axe would speed up the process.
4. Coal: Provides coal resource, requires a wood_pickaxe or better to collect.
5. Iron: Provides iron resource, requires a stone_pickaxe or better to collect.
6. Table: Provides a crafting station for making tools and weapons, requires wood to craft.
Based on the current status and inventory, here is the list of objects and whether their requirements for interaction are met:
1. Stone: Yes, you have a wood_pickaxe in your inventory which is required to collect stone.
2. Path: Yes, no specific requirements needed for walking on the path.
3. Tree: Yes, no tools are required to collect wood from the tree, although having an axe would make the process faster.
4. Coal: Yes, you have a wood_pickaxe in your inventory which is required to collect coal
5. Iron: No, you need a stone_pickaxe or better to collect iron, and you only have a wood_pickaxe in your inventory.
6. Table: Yes, you already have a table nearby, so you can use it for crafting if you have the required resources.
1. Craft a Stone Pickaxe (Priority: 5/5)
To collect iron and other valuable resources, you need to craft a stone pickaxe using the nearby table and the stone you have in your inventory.
2. Collect more Stone (Priority: 4/5)
As you currently have only 2 pieces of stone in your inventory, you should collect more to craft additional stone tools and weapons.
3. Collect Wood from the Tree (Priority: 3/5)
Collect more wood from the nearby tree to craft more tools, weapons, and build other necessary structures. Though you currently have 1 piece of wood, having more wood will help ensure you have enough resources for future needs.
Requirements for the top sub-task (Craft a Stone Pickaxe):
1. Wood: You already have 1 piece of wood in your inventory, which is enough for crafting a stone pickaxe.
2. Stone: You have 2 pieces of stone in your inventory, which is enough for crafting a stone pickaxe.
3. A nearby table: There's a table 1 step to your east.
Move one step to the east to access the table, and then craft a stone pickaxe using the wood and stone in your inventory.
1. Priority 1: Move East - Flat ground right of the agent.
Requirement: Must be standing directly left of the table.
2. Priority 2: Make Stone Pickaxe - Nearby table; wood, stone in inventory.
Requirement: Must be near the table, and have enough wood and stone in the inventory.
3. Priority 3: Move North - Flat ground above the agent.
Requirement: There should be a flat ground above the agent.
4. Priority 4: Do (mine coal) - Facing coal; have necessary tool (stone pickaxe).
Requirement: Must be facing coal and have a stone pickaxe in the inventory.
5. Priority 5: Move East - Flat ground right of the agent.
Requirement: There should be a flat ground right of the agent.
Requirement met: Yes, the player is directly left of the table.
Requirement met: Yes, the player is near the table and has enough wood and stone in the inventory.
Requirement met: The observation doesn't provide information about the terrain above the agent, so we cannot determine if this requirement is met.
Requirement met: No, the player does not currently have a stone pickaxe in their inventory; they need to make one first.
Requirement met: The observation doesn't provide information about the terrain right of the agent, so we cannot determine if this requirement is met.
Yes, the last player action of move_south succeeded. There were no obstacles or requirements preventing the player from moving in that direction, and the player's observation in Step 126 shows that they had successfully moved south.
Priority 1: Move East - Flat ground right of the agent.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step: 64, Cumulative Reward: 0.0$
- grass 1 steps to your west
- stone 2 steps to your east
-path 3 steps to your north-east
- tree 3 steps to your south-east
- coal 5 steps to your north-east
-iron4steps toyour north-east
-health:9/9
-food:7/9
drink:6/
energy:7/9
Question: A
1. Grass: Provides no resource. No requirement.
2. Stone: Provides stone resource. Requires wood_pickaxe to collect.
3. Path: Provides no resource. No requirement.
4. Tree: Provides wood resource. Requires an axe or wood_pickaxe to collect.
5. Coal: Provides coal resource. Requires wood_pickaxe or stone_pickaxe to collect.
6. Iron: Provides iron resource. Requires stone_pickaxe to collect.
7. Table: Provides a surface for crafting tools and weapons. No requirement to use.
1. Grass: No requirements for interaction. Requirements met.
2. Stone: Requires wood_pickaxe to collect. Requirements met (wood_pickaxe is in inventory).
3. Path: No requirements for interaction. Requirements met.
4. Tree: Requires an axe or wood_pickaxe to collect. Requirements met (wood_pickaxe is in inventory).
5. Coal: Requires wood_pickaxe or stone_pickaxe to collect. Requirements met (wood_pickaxe is in inventory).
6. Iron: Requires stone_pickaxe to collect. Requirements not met (stone_pickaxe is not in inventory).
7. Table: No requirement to use. Requirements met.
1. Priority: 5 - Craft a Stone Pickaxe: To collect iron, the player needs a stone_pickaxe. The player has enough stone and a table to craft it.
2. Priority: 4 - Collect Iron: Once the player crafts the stone_pickaxe, they should collect iron to craft more advanced tools and weapons.
3. Priority: 3 - Find a Water Source: As the player's drink level is  $6/9$ , they should look for a water source to restore their thirst.
- A nearby table: The player needs a table to craft tools, and they are already facing a table in their current observation.
- Stone in inventory: The player needs stone to craft the stone pickaxe, and they have 2 stone in their inventory.
The player already has all the required items and is in the right position for the top sub-task. The player should now craft a Stone Pickaxe by using the table in front of them.
1. Priority 1: Make Stone Pickaxe (Requirement: Nearby table; wood, stone in inventory)
- The player is already facing the table and has the required wood and stone in their inventory. Crafting a Stone Pickaxe will help them collect valuable resources like iron.
2. Priority 2: Move North (Requirement: Flat ground above of the agent)
- The player should move north to approach the coal and iron, which are valuable resources for crafting more advanced tools and weapons.
3. Priority 3: Move East (Requirement: Flat ground right to the agent)
- After moving north, the player should move east to get closer to the coal and iron deposits, allowing them to collect the resources when they have the stone pickaxe equipped.
4. Priority 4: Do (Requirement: Facing creature or material; have necessary tool)
- After reaching the coal and iron deposits, the player should use their Stone Pickaxe to collect these resources. This will allow them to craft more advanced items in the future, such as an Iron Pickaxe or an Iron Sword.
5. Priority 5: Drink (Requirement: No requirements)
- The player has a drink level of 6/9, which is not critical yet, but they should start looking for a water source to replenish their thirst in the near future.
1. Priority 1: Make Stone Pickaxe (Requirement: Nearby table; wood, stone in inventory)
- Yes, the player is already facing the table, and they have wood and stone in their inventory, so this requirement is met.
2. Priority 2: Move North (Requirement: Flat ground above of the agent)
- Yes, there is no mention of obstacles or irregular terrain to the north in the player's observation, so this requirement is met.
- Yes, moving east from the current position would be possible as there is no obstacle mentioned in the observation to the east. So, this requirement is met.
- This requirement is not yet met, since the player first needs to move closer to the coal and iron resources and have the stone pickaxe equipped.
- Yes, the player can perform this action as there are no requirements to meet. However, currently, a water source is not mentioned in the observation, so the player needs to find one to perform this action effectively.
Answer: Yes, the last player action succeeded. The player was able to move east because there was flat ground and no obstacles in that direction, as indicated in the observation after taking the action. The player is now facing a table to the east.
The best executable action from the list is Priority 1: Make Stone Pickaxe (Requirement: Nearby table; wood, stone in inventory). The player meets the requirements since they are facing the table and have the required wood and stone in their inventory. Crafting a Stone Pickaxe will help them collect valuable resources like coal and iron in the future.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  65, Cumulative Reward: 1.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- grass 1 steps to your west
- stone 2 steps to your east
-path 3 steps to your north-east
- tree 3 steps to your south-east
- coal 5 steps to your north-east
-iron4steps to your north-east
-health:9/9
- food: 7/9
- drink: 6/9
energy: 7/9
- stone_pickaxe: 1
1. Grass: Provides no specific resources. Requirements: none.
2. Stone: Provides stone resources. Requirements: wood_pickaxe or stone_pickaxe to collect.
3. Path: No resources provided; it's a navigational terrain. Requirements: none.
4. Tree: Provides wood resources. Requirements: wood_pickaxe or stone_pickaxe to collect.
5. Coal: Provides coal resources. Requirements: wood_pickaxe or stone_pickaxe to collect.
6. Iron: Provides iron resources. Requirements: stone_pickaxe to collect
7. Table: Used for crafting tools and weapons. Requirements: wood to make and place.
8. Wood_pickaxe: Collect wood and stone; used to make a stone_pickaxe. Requirements: wood and a table to make.
9. Stone_pickaxe: Collect stone and iron; used to make an iron_pickaxe. Requirements: wood, stone, and a table to make.
1. Grass: Yes, the requirements are met for interaction as there are no specific requirements.
2. Stone: Yes, the requirements are met for interaction as you have both a wood_pickaxe and a stone_pickaxe in your inventory.
3. Path: Yes, the requirements are met for interaction as there are no specific requirements.
4. Tree: Yes, the requirements are met for interaction as you have both a wood_pickaxe and a stone_pickaxe in your inventory.
5. Coal: Yes, the requirements are met for interaction as you have both a wood_pickaxe and a stone_pickaxe in your inventory.
6. Iron: Yes, the requirements are met for interaction since you have a stone_pickaxe in your inventory.
7. Table: Yes, the requirements are met for interaction as you have wood in your inventory and the table is already placed.
8. Wood_pickaxe: The requirements are already met, as the wood_pickaxe is in your inventory.
9. Stone_pickaxe: The requirements are already met, as the stone_pickaxe is in your inventory.
1. Collect iron (Priority: 5/5): This is a high priority task since you have a stone_pickaxe in your inventory, and collecting iron will help you progress further in the game by crafting iron tools and weapons.
2. Collect more coal (Priority: 4/5): As you only have one coal in your inventory, collecting more will ensure you have enough resources to smelt iron later on. This is essential for making iron tools and weapons.
3. Collect wood and stone (Priority: 3/5): This is a medium priority task as having more wood and stone in the inventory will allow you to craft additional tools, weapons, and build shelters as needed. It's also required for further advancements in the game.
For the top sub-task, which is collecting iron, the requirements are:
1. Locate the iron ore: In the player's observation (step 130), iron is 4 steps to the north-east.
2. Use the stone_pickaxe: The player has a stone_pickaxe in their inventory, which is needed to mine the iron ore efficiently.
To start this sub-task, the player should first move towards the iron ore. As it is 4 steps to the north-east in the current step, the player should move north-east to get closer to the iron ore. They may have to do a combination of moving east and moving north or move diagonally if the game allows it. Once they reach the iron ore, they can use the stone_pickaxe to collect it.
1. Priority 1: Move North (Action 3) - Requirement: Flat ground above the agent. This action moves the player closer to the iron ore which is 4 steps to the north-east.
2. Priority 2: Move East (Action 2) - Requirement: Flat ground right to the agent. This action continues moving the player toward the iron ore, completing the diagonal move with a combination of moving north and moving east.
3. Priority 3: Do (Action 5) - Requirement: Facing creature or material; have the necessary tool. This action allows the player to mine the iron ore after they have reached it using the stone_pickaxe they already have in their inventory.
4. Priority 4: Move South (Action 4) - Requirement: Flat ground below the agent. This action moves the player back towards the table after collecting the iron ore so they can craft additional items if needed or progress further in the game.
5. Priority 5: Move West (Action 1) - Requirement: Flat ground left to the agent. This action continues moving the player back towards the table or allows them to explore other areas after gathering the iron ore.
1. Priority 1: Move North (Action 3) - Yes, the requirements are met as flat ground is mentioned to be 3 steps to the northeast (path).
2. Priority 2: Move East (Action 2) - Yes, the requirements are met as flat ground is mentioned to have stone 2 steps to the east.
3. Priority 3: Do (Action 5) - Not yet, the player needs to reach the iron ore first by moving north and east as per priority 1 and 2 actions. Once the player is facing the iron ore, they have the necessary tool (stone_pickaxe) in their inventory to mine it.
4. Priority 4: Move South (Action 4) - The requirement would be met after the player has reached the iron ore and collected it. Currently, there is a tree mentioned to be 3 steps to the south-east.
5. Priority 5: Move West (Action 1) - Yes, the requirements are met as flat ground is mentioned to have grass 1 step to the west.
Yes, the last player action succeeded because the player met the requirements for making a stone pickaxe. They were facing a table (which was to their east) and had the necessary resources in their inventory, including wood and stone.
The best executable action from the list above is Priority 1: Move North (Action 3) since its requirement of flat ground above the agent is met, and it moves the player closer to the iron ore.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step: 66, Cumulative Reward: 0.0$
-path 2 steps to your north-east
- tree 4 steps to your north-west
- coal 4 steps to your north-east
iron 3 steps to your north-east
#
- table 2 steps to your south-east
- health: 9/9
-food:7/9
- drink: 6/
energy:7/9
- stone: 1
-coal:1
- wood pickaxe: 1
- stone pickaxe: 1
Answer:   
1. Grass: Provides no resources, requires no specific tools or actions to interact with.   
2. Stone: Provides stone resource, requires a wood_pickaxe or better to collect.   
3. Path: Provides no resources, serves as a navigational aid and can be used without any requirement.   
4. Tree: Provides wood resource, requires no specific tool to interact with but using an axe would be more efficient.   
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 make and place.