SlowGuess/NeurIPS_2023_OCR huggingface dataset:
Iron and coal in inventory - Yes (1 iron and 1 coal available)
Requirements: Nearby table - Yes, table is 2 steps to the south
Smelted iron and wood in inventory - Not yet, needs to complete priority 2 action first (smelting iron)
Requirement: Access to a drinkable water source - Not mentioned in the recent player observation steps, so cannot be
confirmed at this time. The player needs to find a water source for this requirement to be met.
Yes, the last player action succeeded. The player was able to collect iron from the object they were facing (iron at their
front/north). The indication of success is that their inventory now contains 1 iron.
The best executable action from the list above is Priority 1: Place Furnace (action: place_furnace), as the requirement of having stone in the inventory is already met.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  71, 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 place_furnace.
- grass 1 steps to your west
- stone 3 steps to your south-east
- tree 4 steps to your north-west
- coal 2 steps to your north-east
- table 2 steps to you
- cow 6 steps to your north-west
- stone:
-coal:1
-iron:1
- wood_pickaxe: 1
- stone_pickaxe: 1
1. Grass: Provides no resources, no requirement.
2. Stone: Provides stone resource, requires a wood_pickaxe or higher to collect.
3. Tree: Provides wood resource, requires a wood_pickaxe or higher to collect.
4. Coal: Provides coal resource, requires a wood_pickaxe or higher to collect.
5. Table: Provides crafting capability for tools and weapons, requires wood to construct.
6. Cow: Provides food resource, requires any type of sword or tool for attacking to collect.
7. Path: Provides easier navigation, no requirement.
The last action taken by the player was placing a furnace (place_furnace).
1. Grass: No requirements to interact with grass, so the requirements are met.
2. Stone: Requires a wood_pickaxe or higher to collect. You have a wood_pickaxe and a stone_pickaxe in your inventory, so
the requirements are met.
3. Tree: Requires a wood_pickaxe or higher to collect. You have a wood_pickaxe and a stone_pickaxe in your inventory, so the requirements are met.
4. Coal: Requires a wood_pickaxe or higher to collect. You have a wood_pickaxe and a stone_pickaxe in your inventory, so the requirements are met.
5. Table: No requirements to interact with the table as it is already constructed, so the requirements are met.
6. Cow: Requires any type of sword or tool for attacking to collect. You have a wood_pickaxe and a stone_pickaxe in your inventory, which can be used to attack, so the requirements are met.
7. Path: No requirements to interact with the path, so the requirements are met.
1. Priority 4/5: Collect more coal: Coal is useful for smelting iron and cooking food. You have only 1 coal in your inventory. Use your wood_pickaxe or stone_pickaxe to collect the coal 2 steps to your north-east.
2. Priority 5/5: Increase food supplies: Your food level is 7/9, which could be improved. Attack the cow 6 steps to your north-west using your wood_pickaxe or stone_pickaxe to obtain food resources.
3. Priority 3/5: Collect more iron: Iron is required for crafting better tools and weapons. You have only 1 iron in your inventory. Find a source of iron and use your stone_pickaxe to collect more.
For the top sub-task (Collect more coal):
1. Locate nearby coal: You already see coal 2 steps to your north-east.
2. Ensure the wood_pickaxe or stone_pickaxe is in your inventory: You have both wood_pickaxe and stone_pickaxe in your inventory.
1. Move towards the coal: Move 2 steps to the north-east to reach the coal.
2. Use either the wood_pickaxe or the stone_pickaxe to collect the coal: Perform the 'do' action facing the coal with the pickaxe equipped.
1. Priority 1: Move North-East
Requirement: Flat ground 2 steps to the north-east (towards the coal).
2. Priority 2: Do (Collect the coal)
Requirement: Facing the coal and having either the wood_pickaxe or the stone_pickaxe in your inventory.
Requirement: Flat ground 1 step to the west (towards the grass).
4. Priority 4: Drink (from the lake)
Requirement: Be near a lake to restore the drink level.
5. Priority 5: Go towards the cow and chase it
Requirement: Flat ground towards the 6 steps to your north-west (move towards cow).
Status: Unknown. The flat ground towards the coal is not specified in the observation. Further exploration or movement might reveal it.
Status: Not met. You are facing north while the coal is to your north-east, and you are not close enough to it.
Status: Met. There is flat ground 1 step to the west
Status: Not met. A lake is not mentioned in the recent observations. You need to find a lake to fulfill this requirement.
Status: Unknown. The observation does not provide enough information about the terrain in the direction of the cow. You would have to explore to determine that.
The player action cannot be determined as successful or unsuccessful from the given observations as there is no clear
indication of whether the furnace was actually placed. However, we can infer that the plaver attempted to place the
furnace, and no failure message or signs of failure were mentioned
The best executable action from the above list is Priority 3: Move West, as its requirement of having flat ground 1 step to the west is met based on the provided observations.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  ：72，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 4 steps to your south-east
- path 1 steps to your east
- tree 3 steps to your north-west
- coal 3 steps to your north-east
- table 3 steps to your south-east
- cow 5 steps to your north-west
-health:9/9
-food:7/9
drink: 6/
energy:7/9
- stone: 1
-coal:1
-iron:1
1. Stone: Provides stone resource; requires a wood or higher-level pickaxe to collect.
2. Path: Provides ground for movement; no requirements.
3. Tree: Provides wood resource; requires an axe or hands to collect.
4. Coal: Provides coal resource for smelting and cooking; requires a wood or higher-level pickaxe to collect.
5. Table: Allows crafting of higher-level tools and weapons; requires wood to craft.
6. Grass: Provides space for movement; no requirements.
7. Cow: Provides food (meat) when killed; requires a weapon or hand to kill.
8. Wood Pickaxe (inventory): Allows collection of stone and coal resources; requires wood to craft.
9. Stone Pickaxe (inventory): Allows collection of iron resources; requires stone to craft.
1. Stone: Yes, the requirements are met as you have both a wood pickaxe and a stone_pickaxe in your inventory.
2. Path: Yes, the requirements are met as you can simply move on the path.
3. Tree: Yes, the requirements are met as you can use your hands to collect wood from the tree.
4. Coal: Yes, the requirements are met as you have both a wood pickaxe and a stone_pickaxe in your inventory.
5. Table: Yes, the requirements are met as crafting has already been done, and you can interact with the table for further crafting.
6. Grass: Yes, the requirements are met as you can simply move on the grass.
7. Cow: Yes, the requirements are met as you can use your hands or craft a weapon to kill the cow.
8. Wood Pickaxe (inventory): N/A, as it's already in your inventory, no further interaction is needed.
9. Stone Pickaxe (inventory): N/A, as it's already in your inventory, no further interaction is needed.
1. Priority 4/5: Increase food supply by either killing the cow or finding more food sources. You currently have 7/9 food, and maintaining your food supply is vital for survival.
2. Priority 3/5: Drink water to replenish thirst. You currently have 6/9 drink, and staying well-hydrated is important for maintaining optimal health and energy levels.
3. Priority 2/5: Find or craft an axe to collect wood from the tree more efficiently. While you can use your hands to collect wood, an axe will make the process faster and easier.
Requirements for the top sub-task (Increase food supply by killing the cow):
1. Get closer to the cow: It is currently 5 steps to your north-west.
2. Equip a suitable weapon, like a sword, if available: Your current inventory includes a wood_pickaxe and a stone_pickaxe.
The player should first craft a weapon if they don't have one (e.g., a wood or stone sword, which requires collecting wood or stone and using a crafting table). If the player already has a weapon, they should move towards the cow (north-west) and attack it to kill it and collect food (meat).
1. Priority 1: Move North-West (Requirement: Flat ground in the north-west direction) - Move towards the cow to get closer and be able to kill it for food.
2. Priority 2: Make Wood Sword (Requirement: Nearby table; wood in inventory) - Craft a wood sword to attack and kill the cow effectively.
3. Priority 3: Move North (Requirement: Flat ground to the north) - Move north to approach the cow if moving north-west is not possible due to obstacles.
4. Priority 4: Move West (Requirement: Flat ground to the west) - Move west to approach the cow if moving north-west is not possible due to obstacles.
5. Priority 5: Do (Facing creature or material; have necessary tool) - Attack and kill the cow once the player is close enough and has a suitable weapon equipped.
1. Priority 1: Move North-West (Requirement: Flat ground in the north-west direction) - Yes, the requirement is met as there is a flat ground towards the north-west direction where the cow is located.
2. Priority 2: Make Wood Sword (Requirement: Nearby table; wood in inventory) - No, the requirement is not met as the player does not have wood in their inventory.
3. Priority 3: Move North (Requirement: Flat ground to the north) - Yes, the requirement is met as there is a flat ground to the north of the player.
4. Priority 4: Move West (Requirement: Flat ground to the west) - Yes, the requirement is met as there is a flat ground to the west of the player.
5. Priority 5: Do (Facing creature or material; have necessary tool) - No, the requirement is not met as the player is not facing a creature or material and does not have a suitable weapon for attacking the cow.
Yes, the last player action succeeded. The move_west action was successful because there was flat ground (grass) to the west of the player's position, allowing the player to move in that direction.
The best executable action from above is Priority 1: Move North-West, as it meets the requirement of having flat ground in the north-west direction, and it brings the player closer to the cow, which is the current goal.
- Step: 73, Cumulative Reward: 0.0=You took action move_north.
- stone 3 steps to your east
-path 1 steps to your east
- tree 2 steps to your north-west
- coal 2 steps to your east
- table 4 steps to your south-east
- cow 4 steps to your north-west
-health:9/9
-food:7/9
drink: 6/9
- energy: 7/9
- stone: 1
-coal:1
-iron:1
- wood_pickaxe: 1
- stone_pickaxe: 1
1. Stone: Provides stone resource and requires a wood pickaxe or better to collect it.
2. Path: No resources provided, but allows easy movement and navigation without any requirements.
3. Tree: Provides wood resource and requires no tools or simply any tool to collect it (wooden, stone, or iron).
4. Coal: Provides coal resource, which is used as fuel for smelting, and requires a wood pickaxe or better to collect it.
5. Table: No resources provided, but it enables crafting of items and tools. No requirements to use it
6. Cow: Provides food (meat) when defeated and requires no specific tool; any weapon or tool is suitable for defeating it.
1. Stone: Yes, the requirements are met as you have both a wood_pickaxe and a stone_pickaxe in your inventory.
2. Path: Yes, the requirements are met as you only need flat ground to move, and the path offers that.
3. Tree: Yes, the requirements are met since you can collect wood with any tool or even without a tool. You have a wood_pickaxe and a stone_pickaxe, both suitable for collecting wood.
4. Coal: Yes, the requirements are met as you have both a wood_pickaxe and a stone_pickaxe in your inventory, which are suitable for collecting coal.
5. Table: Yes, the requirements are met as you do not need any specific tool to interact with the table.
6. Cow: Yes, the requirements are met as you can defeat a cow with any weapon or tool, and you have a wood_pickaxe and a stone_pickaxe, both suitable for defeating the cow.
1. Priority 4/5: Collect more resources such as wood, stone, coal, and iron to improve tools and weapons, create shelter, and craft necessary items (e.g., craft an iron sword and pickaxe).
2. Priority 5/5: Defeat the cow to obtain food (meat) and replenish your food level, which is currently at 7/9.
3. Priority 3/5: Find a water source to drink from and refill your drink level, which is currently at 6/9.
Top sub-task: Collect more resources such as wood, stone, coal, and iron to improve tools and weapons, create shelter, and craft necessary items (e.g., craft an iron sword and pickaxe).
1. Use the wood_pickaxe to collect more stone.
2. Use the stone_pickaxe to collect more coal and iron.
1. Move towards the stone and coal you see in your surroundings (stone 3 steps to your east, and coal 2 steps to your east).
2. Use the respective pickaxes (wood_pickaxe for stone and stone_pickaxe for coal) to collect these resources.
Answer:
1. Priority 1: Move East (Requirement: Flat ground right to the agent)
- Move closer to the stone and coal resources.
2. Priority 2: Do (Facing stone; wood_pickaxe in inventory)
- Collect the stone using the wood_pickaxe.
3. Priority 3: Move East (Requirement: Flat ground right to the agent) - Move further closer to the coal resource.
4. Priority 4: Do (Facing coal; stone_pickaxe in inventory) - Collect the coal using the stone_pickaxe.
5. Priority 5: Move towards the table (Multiple Move actions required, Requirement: Flat ground in the moving direction) - Find and approach the table to craft better tools and weapons after successfully collecting resources.
1. Priority 1: Move East (Requirement: Flat ground right to the agent)  
- Yes, the requirement is met. There is a path 1 step to the player's east.
2. Priority 2: Do (Facing stone; wood_pickaxe in inventory) - No, the requirement is not met. The player needs to move closer to the stone and face it first.
3. Priority 3: Move East (Requirement: Flat ground right to the agent) - Yes, the requirement is met. There is a path 1 step to the player's east.
4. Priority 4: Do (Facing coal; stone_pickaxe in inventory) - No, the requirement is not met. The player needs to move closer to the coal and face it first.
5. Priority 5: Move towards the table (Multiple Move actions required, Requirement: Flat ground in the moving direction) - Yes, the requirements are met. The player can move closer to the table by moving towards it through available paths.
Yes, the last player action "move_north" succeeded because the player was facing grass in the north direction, and there was flat ground available for the player to move to.
The best executable action from the list is Priority 1: Move East (Requirement: Flat ground right to the agent), as the requirement is met, and it brings the player closer to valuable resources (stone and coal).
- Step: 74, Cumulative Reward: 0.0=You took action move_east.
- grass 1 steps to your west
- stone 2 steps to your east
-path 1 steps to your north
- tree 3 steps to your north-west
- table 3 steps to your south
- cow 4 steps to your north-west
1. Grass: Provides no resources, requires no tools to interact.
2. Stone: Provides stone, requires wood_pickaxe or better to collect.
3. Path: Provides no resources, helps navigate without using energy.
4. Tree: Provides wood, requires a wood_pickaxe or better to collect.
5. Table: Provides a surface to craft tools and weapons, requires wood to place.
6. Cow: Provides food, requires attacking or killing to collect meat.
7. Coal: Provides coal to be used in furnace for smelting, requires a wood_pickaxe or better to collect.
8. Iron: Provides iron for crafting advanced tools and weapons, requires a stone_pickaxe or better to collect.
1. Grass: Yes, the requirements are met for interaction since there are no tools required.
2. Stone: Yes, the requirements are met for interaction as you have a wood_pickaxe and a stone_pickaxe in your inventory.
3. Path: Yes, the requirements are met for interaction, as paths can be navigated freely without using energy.
4. Tree: Yes, the requirements are met for interaction as you have a wood_pickaxe and a stone_pickaxe in your inventory.
5. Table: Yes, the requirements are met for interaction as it has already been placed, and you can use it for crafting.
6. Cov: Yes, the requirements are met for interaction, you can attack or kill the cow to collect meat (using a weapon would be more effective but it is not required).
7. Coal: Yes, the requirements are met for interaction as you have a wood_pickaxe and a stone_pickaxe in your inventory.
8. Iron: Yes, the requirements are met for interaction as you have a stone_pickaxe in your inventory which is required for collecting iron.
Answer: 1. Collect more resources (Priority: 5/5): Collect more coal, iron, and wood to craft better tools, weapons, and build a shelter. This is essential for survival and progressing further in the game.
2. Craft an Iron Sword (Priority: 4/5): With the iron and coal resources in your inventory, use the table and furnace to craft an iron sword. This will help you defend against monsters more effectively.
3. Find a water source and drink (Priority: 4/5): Your drink level is 6/9, so it is important to find a water source and replenish your thirst to stay healthy and maintain stamina.
The top sub-task is to collect more resources.
Requirements for collecting resources:
1. Coal: Use the stone_pickaxe to mine coal from coal blocks.
2. Iron: Use the stone_pickaxe to mine iron from iron blocks.
3. Wood: Chop down trees with any pickaxe or by hand to gather wood.
The player should first mine the coal block in front of them (to the east) using the stone_pickaxe. After collecting the coal, they can proceed to gather iron and chop down trees nearby for wood.
1. Priority 1: Do - Mine Coal
Requirement: Facing a coal block and having a stone_pickaxe in the inventory.
2. Priority 2: Move East - Approach Stone
Requirement: Flat ground to the east of the agent.
3. Priority 3: Do - Mine Stone
Requirement: Facing a stone block and having a stone_pickaxe in the inventory.
4. Priority 4: Move North-West - Approach Tree
Requirement: Flat ground in the north-west direction from the agent.
5. Priority 5: Do - Chop Tree (Collect Wood)
Requirement: Facing a tree and having any pickaxe or empty hand.
Yes, the requirements are met. The player is facing a coal block (east) and has a stone_pickaxe in their inventory.
Yes, the requirements are met. There is flat ground to the east of the player, and the stone is 2 steps away.
Not yet, the player needs to move east first to face the stone block. Once they do, they can use the stone_pickaxe in their inventory to mine the stone.
Yes, the requirements are met. There is flat ground in the north-west direction, leading the player towards the tree.
Not yet, the player needs to move north-west first to face the tree. Once they do, they can use their pickaxe or empty hand to chop the tree and collect wood.
Yes, the last player action succeeded. The player was able to move east because there was flat ground (grass) in that direction, allowing the player to move without any obstacles in the way.
The best executable action from the list is Priority 1: Do - Mine Coal, since the requirements are met (player is facing the coal block and has a stone_pickaxe in their inventory).
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  ：75，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 east
- tree 3 steps to your north-west
- table 3 steps to your south
- cow 4 steps to your north-west
- health: 9/9
-food:7/9
- drink: 6/9
energy: 7/9
- stone: 1
-coal:2
-iron:1
- wood pickaxe: 1
- stone pickaxe:
1. Grass: Provides no resources but is a flat ground for movement; no requirements.
2. Stone: Provides stone resource when mined with a pickaxe; requires a pickaxe.
3. Tree: Provides wood resource when chopped with an axe; requires an axe.
4. Table: Allows crafting of tools and weapons; requires wood in the inventory.
5. Cow: Provides food (restores hunger) when killed; no specific requirements, but a weapon is helpful.
6. Path: Flat ground for movement; no requirements.
7. Coal: Provides fuel for smelting and crafting; requires a pickaxe.
8. Iron: Provides iron resource when mined with a stone or iron pickaxe; requires a stone or iron pickaxe.
1. Grass: Yes, the requirements are met for interaction as there are no specific requirements to interact with grass.
2. Stone: Yes, the requirements are met since you have a stone_pickaxe in your inventory.
3. Tree: No, the requirements are not met as you need an axe, which you currently don't have in your inventory
4. Table: Yes, the requirements are met for interacting with the table since you have wood and stone in your inventory to craft tools or weapons if needed.
5. Cow: Yes, the requirements are met for interacting with the cow, although having a weapon could make it easier.
6. Path: Yes, the requirements are met to interact with the path as there are no specific requirements for interaction.
7. Coal: Yes, the requirements are met since you have a stone_pickaxe in your inventory.
8. Iron: Yes, the requirements are met as you have a stone_pickaxe in your inventory.
1. Priority 4/5: Craft an iron pickaxe and iron sword using the iron, coal, and table. This will allow you to mine diamonds and defend yourself more effectively against monsters.
2. Priority 3/5: Find a source of water and drink to restore your thirst. Keep an eye out for a lake or river while exploring.
3. Priority 2/5: Locate and chop down a tree to collect wood so you can expand your shelter, craft more tools, and build bridges to cross water sources. You'll need an axe to chop wood efficiently.
Requirements for the top sub-task (Craft an iron pickaxe and iron sword):
1. Iron (already in inventory)
2. Coal (already in inventory)
3. Nearby table (3 steps to the south)
1. Move 3 steps to the south to get close to the table.
2. Use the table to craft an iron pickaxe and an iron sword using the iron and coal in the inventory.
1. Priority 1: Move South (Requirement: Flat ground below the agent) - Approach the table.
2. Priority 2: Move South (Requirement: Flat ground below the agent) - Continue moving towards the table.
3. Priority 3: Move South (Requirement: Flat ground below the agent) - Reach the table
4. Priority 4: Make Iron Pickaxe (Requirement: Nearby table, furnace; wood, coal, iron in inventory) - Craft the iron pickaxe.
5. Priority 5: Make Iron Sword (Requirement: Nearby table, furnace; wood, coal, iron in inventory) - Craft the iron sword.