SlowGuess/NeurIPS_2023_OCR huggingface dataset:
1. Collect stone: You already have 4 stones in your inventory, which is enough to craft a furnace.
2. Place the furnace: Since you have the necessary stones, you can place the furnace.
3. Collect coal: You have 2 coal in your inventory, which can be used as a fuel source for smelting the iron.
4. Collect iron: You already have 1 iron in your inventory.
Given the requirements, the player should first place the furnace as they already have the necessary resources in their inventory. After placing the furnace, they can then proceed to smelt the iron using the collected coal as fuel.
1. Priority 1: Place Furnace
Requirement: Stone in inventory (you already have 4 stones)
2. Priority 2: Move West
Requirement: Flat ground left to the agent (assuming flat ground is available; if not, choose alternative suitable direction to find water)
3. Priority 3: Move West (or another suitable direction)
Requirement: Flat ground left to the agent (keep moving in search of water, adjust the direction as needed)
4. Priority 4: Collect Drink
Requirement: Reaching a water source like a lake (after moving towards the water)
5. Priority 5: Eat Cow
Requirement: No requirements (a cow is within 3 steps to your south-east)
Note: These priorities are based on your current status, which indicates that your drink is at 3/9 and food is at 4/9.
Therefore, it's important to find a water source and consume food to avoid health issues. Placing the furnace is the first priority to progress in crafting advanced tools.
1. Priority 1: Place Furnace
Requirement: Stone in inventory (you already have 4 stones)
Status: Requirements met
2. Priority 2: Move West
Requirement: Flat ground left to the agent (assuming flat ground is available; if not, choose alternative suitable
direction to find water
Status: Unable to determine if requirements are met based on the given information about the surroundings; make sure flat
ground exists in the desired direction.
Requirement: Flat ground left to the agent (keep moving in search of water, adjust the direction as needed)
Status: Same as Priority 2, unable to determine without additional information about the surroundings.
4. Priority 4: Collect Drink
Status: Requirements not currently met; you need to find a water source (lake or river) first.
Status: Requirements met
Yes, the last player action "make_stone_sword" succeeded, because the player had the necessary requirements for the action. The player had wood and stone in their inventory and was close to a table, which are the requirements for making a stone sword.
The best executable action from the list above is Priority 1: Place Furnace. The requirements for this action are met as you have enough stone (4) in your inventory.
**********Step: 143, Cumulative Reward: 1.0**********
- grass 1 steps to your west
-path 6 steps to your south-east
- tree 2 steps to your north-west
- cow 3 steps to your south-east
You face furnace at your front (east).
-health:9/9
-food:4/9
drink:3/9
energy:8/9
-sapling:1
- wood: 1
-coal:2
-iron:1
- wood_pickaxe: 1
- stone_pickaxe: 1
1. Path: Provides a way to move quickly; no requirements.
2. Tree: Provides wood when chopped; requires a wood or stone pickaxe.
3. Cow: Provides food (meat) when killed; requires a wood or stone sword.
4. Grass: Currently no resources provided; no requirements.
5. Furnace: Provides a way to smelt iron and cook food; requires stone and being placed.
The last action taken by the player was placing the furnace (action: place_furnace).
1. Path: Yes, the requirements are met for interaction; you can move quickly on the path.
2. Tree: Yes, the requirements are met for interaction; you have a wood_pickaxe and stone_pickaxe in your inventory.
3. Cow: Yes, the requirements are met for interaction; you can use your newly crafted stone sword to kill the cow for food.
4. Grass: Yes, the requirements are met for interaction; no specific tool or action is needed.
5. Furnace: Yes, the requirements are met for interaction; the furnace has been placed and can be used for smelting iron or cooking food.
1. Increase Food and Drink levels: Priority 4.5/5
- Kill the cow for food (meat)
Find a water source to drink from
2. Smelt Iron: Priority 4/5
- Use the furnace to smelt iron with the available coal in your inventory
3. Explore and Collect more resources: Priority 3.5/5
- Chop the tree for more wood
- Keep searching for additional resources such as stone, coal, and iron
Top sub-task: Increase Food and Drink levels
Requirements for the top sub-task:
1. Kill the cow for food (meat):
- Approach the cow 3 steps to your south-east.
- Use your stone sword (or any available weapon) to kill the cow.
- Collect the dropped meat.
2. Find a water source to drink from:
- Explore the area to locate a lake, river, or any other water source.
- Approach the water source and drink from it to restore your drink level.
The player should first approach the cow to kill it and collect meat to increase the food level.
1. Priority 1: Move South-East (3 steps) - Requirement: Flat ground in the south-east direction.  
- This action will bring the player closer to the cow for food.
2. Priority 2: Do (kill the cow with the stone sword) - Requirement: Facing the cow, having the stone sword in inventory. - This action will kill the cow and provide meat to increase the food level.
3. Priority 3: Move (explore) - Requirement: Flat ground in any direction, energy level is not depleted.
- The player needs to explore the area to find a water source, which is essential to increase the drink level.
4. Priority 4: Move (approach the water source) - Requirement: Flat ground in the appropriate direction towards the water source.
- This action will bring the player close to the water source for drinking.
5. Priority 5: Drink - Requirement: Standing next to a lake or river, or any other water source.
- This action will increase the player's drink level and help in survival.
Based on the current observations, let's check if the requirements for each action are met:
1. Priority 1: Move South-East (3 steps) - Requirement: Flat ground in the south-east direction.
- Requirement met, as there is a path 6 steps to the south-east and there is no mention of obstacles.
2. Priority 2: Do (kill the cow with the stone sword) - Requirement: Facing the cow, having the stone sword in inventory.
- Requirement partially met. The player has a stone sword in inventory, but they need to reach the cow's position and face it first.
- Requirement met, as the player has 8/9 energy and there's flat ground in multiple directions.
4. Priority 4: Move (approach the water source) - Requirement: Flat ground in the appropriate direction towards the water
- Requirement not met because the player has not discovered a water source yet.
- Requirement not met because the player has not found a water source yet.
Yes, the last player action (place_furnace) succeeded. The player had the required resources in their inventory (stone) and
was facing a valid location to place the furnace.
The best executable action from the list above is Priority 1: Move South-East (3 steps), as the requirements are fully met.
There is a flat ground in the south-east direction and no obstacles mentioned. This action will bring the player
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- path 5 steps to your south-east
- tree 2 steps to your west
- furnace 2 steps to your north-east
- cow 2 steps to your east
- health: 9/9
-food:4/9
drink:3/9
energy:8/9
-sapling:1
- wood: 1
-coal:2
-iron:1
- wood_pickaxe: 1
- stone_pickaxe: 1
QA
1. Path: Provides a clear walkway to navigate through the environment. Requirement: None.
2. Tree: Provides wood resource when chopped down with a wood pickaxe or better. Requirement: Wood pickaxe or better.
3. Furnace: Allows smelting of iron using coal. Requirement: Stone, coal, and iron
4. Cow: Provides food resource when killed. Requirement: Weapon or tool to kill the cow.
5. Grass: Doesn't provide any specific resources, but can be used to navigate through the environment or place saplings/ items. Requirement: None.
1. Path: Yes, the requirements are met as there are no specific requirements for interaction.
2. Tree: Yes, the requirements are met as you have a wood_pickaxe in your inventory.
3. Furnace: Yes, the requirements are met as you have stone, coal, and iron in your inventory.
4. Cow: Yes, the requirements are met as you have a wood_pickaxe that can be used as a tool to kill the cow, although it is
not the most efficient weapon.
5. Grass: Yes, the requirements are met as there are no specific requirements for interaction.
1. Priority 5: Collect more iron using the stone_pickaxe, to make an iron sword for better combat efficiency.
2. Priority 4: Kill the cow with the wood_pickaxe to increase the food supply.
3. Priority 3: Find a water source and drink to increase the drink level.
Requirements for the top sub-task (collect more iron using the stone_pickaxe):
1. Locate a source of iron ore.
2. Equip the stone_pickaxe.
The player should first locate a source of iron ore to mine. To do this, they can explore the surroundings (move to different directions) and search for iron ore veins in caves, cliffs, or underground areas. Once they locate the iron ore, they should equip the stone_pickaxe and use it to mine the iron ore.
1. Move West (Priority: 1) - Requirement: Flat ground left to the agent. The player should move to a location where they are more likely to find iron ore.
2. Move North (Priority: 2) - Requirement: Flat ground above of the agent. Exploring surroundings to locate iron ore.
3. Move East (Priority: 3) - Requirement: Flat ground right to the agent. Further exploration to locate iron ore
4. Move South (Priority: 4) - Requirement: Flat ground below the agent. Expanding exploration to increase the likelihood of finding iron ore.
5. Do (mine iron ore) (Priority: 5) - Requirement: Facing the iron ore vein; have the necessary tool (stone_pickaxe). Mining iron ore once it is located during exploration.
1. Move West - Yes, the requirement is met since there is grass 1 step to the west.
2. Move North - No, the requirement is not met as there is a tree 2 steps to the north-west which might be blocking north movement.
3. Move East - Yes, the requirement is met since the cow is 2 steps to the east, indicating there is an open space for movement.
4. Move South - Yes, the requirement is met since the agent currently faces grass to the south.
5. Do (mine iron ore) - No, the requirement is not met as the player has not located any iron ore vein in their current surroundings.
Yes, the last player action succeeded. The action was to move south, and the observation after the action shows a change in the surrounding environment, indicating a successful move. The player now faces grass at their front (south), and the furnace is now 2 steps to the player's north-east.
The best executable action from above is Move West.
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- furnace 3 steps to your north-east
energy: 8/9
1. Path: Provides a clear path to travel or move around. Requirement: None.
2. Tree: Provides wood when chopped down. Requirement: Wood pickaxe or better.
3. Furnace: Provides the ability to smelt items such as iron ore. Requirement: Coal and items to smelt, like iron ore.
4. Cow: Provides food (meat) when killed. Requirement: Weapon (wood sword or better).
5. Grass: Does not provide any resources. Requirement: None.
1. Path: Yes, the requirements for interacting with a path are met, as there are no specific tools needed to move along the path.
2. Tree: Yes, the requirements for interacting with a tree are met, as the player has a wood_pickaxe in their inventory, which is needed to chop down a tree to collect wood.
3. Furnace: Partially, the player has a furnace and coal in their inventory, which are required to smelt items. However, the player only has 1 iron which may not be enough to smelt a new item.
4. Cow: Yes, the requirements for interacting with a cow are met, as the player can use their wood_pickaxe or stone_pickaxe as a makeshift weapon to kill the cow and collect meat.
5. Grass: Yes, there are no requirements for interacting with grass, as it does not provide any resources. The player can simply move onto or over the grass.
1. Priority 5: Collect food - Kill the cow and collect meat to increase the food level. This is a top priority as the player's food level is currently 4/9.
2. Priority 4: Collect wood - Chop down the tree using the wood_pickaxe to gather wood. Additional wood will allow the player to craft more tools or build structures.
3. Priority 3: Collect drink - Find a water source (e.g., lake, river) to drink for restoring the drink level. Currently, the drink level is 3/9, which will need to be replenished soon.
Top sub-task: Collect food - Kill the cow and collect meat to increase the food level.
Requirements: The player should have a weapon, preferably a sword (wood, stone, or iron) to kill the cow more efficiently. However, a weapon is not strictly necessary, as the player can still attempt to kill the cow with tools like the pickaxe or even without any equipment by using their hands.
What should the player do first: Since the cow is currently 3 steps to the east, the player should move eastward to approach the cow. Once close enough, the player can try to attack and kill the cow using a sword, a tool, or their hands to collect the meat.
1. Priority: 1 - Action: Move East Requirement: Flat ground to the east of the agent.
2. Priority: 2 - Action: Move East Requirement: Flat ground to the east of the agent.
3. Priority: 3 - Action: Move East Requirement: Flat ground to the east of the agent.
4. Priority: 4 - Action: Do (Attack the cow) Requirement: Facing the cow; having a weapon, like a sword or a tool, like a pickaxe (although not strictly necessary).
5. Priority: 5 - Action: Sleep Requirement: Energy level is below maximum.
1. Priority: 1 - Action: Move East  
Requirement: Flat ground to the east of the agent.  
Status: Met (Player's observation indicates a flat ground to the east)
2. Priority: 2 - Action: Move East  
Requirement: Flat ground to the east of the agent.  
Status: Unknown (Not enough information from the current observation, player must move east first)
3. Priority: 3 - Action: Move East  
Requirement: Flat ground to the east of the agent.  
Status: Unknown (Not enough information from the current observation, player must move east twice)
4. Priority: 4 - Action: Do (Attack the cow)  
Requirement: Facing the cow; having a weapon, like a sword or a tool, like a pickaxe (although not strictly necessary).  
Status: Partially met (Player has a wood_pickaxe and stone_pickaxe in inventory, but not currently facing the cow, need to move east first)
5. Priority: 5 - Action: Sleep Requirement: Energy level is below maximum. Status: Unmet (Player's energy level is at 8/9, sufficient to continue without sleep for now)
Yes, the last player action succeeded. The player moved west because there were no obstacles or restrictions preventing them from doing so.
Priority: 1 - Action: Move East
Status: Met (Player's observation indicates a flat ground to the east)
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-path 5 steps to your south-east
- tree 2 steps to your west
- furnace 2 steps to your north-east
- cow 2 steps to your east
-health:9/9
-food:4/9
drink:3/
energy:8/9
-sapling:1
- wood: 1
-coal:2
-iron:1
- wood_pickaxe: 1
- stone pickaxe: 1
QA
Question: Action
Answer: Do
1. Grass - Resource: None, Requirement: No requirements to interact.
2. Furnace - Resource: Used for smelting iron and other materials, Requirement: Requires stone to craft and place.
3. Cov - Resource: Provides food (meat) when killed, Requirement: No requirements to interact; can use a tool or weapon to kill for food.
4. Tree - Resource: Provides wood when chopped down, Requirement: Requires a wood pickaxe, stone pickaxe, or higher level tool to chop down.
5. Path - Resource: None, Requirement: No requirements to interact; can move along the path for easier navigation.
6. Wood Pickaxe - Resource: Tool for chopping down trees and collecting stone, Requirement: Requires wood to craft.
7. Stone Pickaxe - Resource: Tool for collecting iron, Requirement: Requires stone and wood to craft
8. Sapling - Resource: Can be used to grow trees when planted, Requirement: No requirements to interact; can be collected when found or obtained by chopping down trees.
Question: For each object in the list, are the requirements met for interaction?
Answer:
1. Grass - Yes, the requirements are met for interaction as there are no specific requirements to interact with grass.
2. Furnace - Yes, the requirements are met for interaction as you have collected stone and placed a furnace on the map.
3. Cow - Yes, the requirements are met for interaction as there are no specific requirements to interact with a cow. You can use a weapon or tool to kill it for food.
4. Tree - Yes, the requirements are met for interaction as you have a wood_pickaxe and a stone_pickaxe in your inventory that can be used to chop down the tree and collect wood.
5. Path - Yes, the requirements are met for interaction as there are no specific requirements to interact or move along the path.
6. Wood Pickaxe - Yes, the requirements are met, as you have wood in your inventory and have already crafted a wood_pickaxe.
7. Stone Pickaxe - Yes, the requirements are met, as you have wood and stone in your inventory and have already crafted a stone_pickaxe.
8. Sapling - Yes, the requirements are met for interaction as there are no specific requirements to interact with a sapling. You can plant it to grow a tree.
1. Priority 4/5: Drink water to restore thirst - With a thirst level of 3/9, the player should prioritize finding a water source and drinking from it to stay hydrated.
2. Priority 4/5: Collect food and eat - The player's food level is  $4 / 9$ , which indicates that they should focus on finding a stable food source. The cow nearby can be killed to provide meat for immediate consumption, and the sapling can be planted to grow more trees, which could eventually provide fruits.
3. Priority 3/5: Collect more resources - As the player has only 1 wood, 2 coal, and 1 iron in their inventory, they should continue collecting resources such as iron, stone, and wood for crafting items and expanding the shelter. Chopping down trees and mining iron are potential sub-tasks to achieve this goal.
Top sub-task: Drink water to restore thirst.
1. Find a water source, such as a lake, river, or well.
2. Approach the water source (move towards it using move_north, move_south, move_east, or move_west based on its relative location).
3. Drink water when standing next to the water source.
The player should first scout for a water source nearby. If no water source is immediately visible, they should explore the surrounding areas by moving in different directions until they locate one. Once a water source is found, the player should approach and drink from it to restore their thirst level.
1. Priority 1: Move (move_north, move_south, move_east, or move_west) - Requirement: Flat ground in the respective direction. This action is a priority as it would help the player explore the environment and locate resources, such as water sources or trees.
2. Priority 2: Drink - Requirement: Standing next to a water source. Drinking is a priority as it will restore the player's thirst level, which is currently low (3/9).
3. Priority 3: Do (chop down a tree) - Requirement: Facing a tree; have the necessary tool (wood_pickaxe, which the player has in their inventory). This action will help the player gather wood, an essential resource for crafting and building shelter.
4. Priority 4: Sleep - Requirement: Energy level is below maximum. Sleeping will restore the player's energy, although the energy level is still high (8/9) so it could be done later.
5. Priority 5: Make Wood Sword - Requirement: Nearby table; wood in inventory. Crafting a wood sword is important for self-defense against potential threats like zombies and skeletons, but it's a slightly lower priority than finding water and collecting wood as the player's health level is currently full (9/9).
1. Move (move_north, move_south, move_east, or move_west): Yes, the requirements are met. The player can choose a direction with flat ground (such as move_north towards the grass) to explore the environment.
2. Drink: No, the requirements are not met. The player needs to be standing next to a water source to drink, which is not the case in the current observation.
3. Do (chop down a tree): Yes, the requirements are met. The player is facing a tree in the west direction and has a wood_pickaxe in their inventory.
4. Sleep: No, the requirement is not met. Although the player's energy level is below maximum, it is still quite high (8/9), so sleeping would not provide much benefit at this time.
5. Make Wood Sword: Yes, the requirements are met. The player has wood in their inventory, but they will need to place a table first (using wood from the inventory) before making the wood sword.
Yes, the last player action (move_east) succeeded. It succeeded because there was flat ground (grass) to the east of the player, allowing them to move in that direction.
The best executable action from the list above is chopping down a tree. To do this, the player should take the "Do" action, which has met requirements: The player is facing a tree and has a wood_pickaxe in their inventory. This action will help gather more wood, an essential resource for crafting and building shelter.
- Step: 147, Cumulative Reward: 0.0  
You took action do.
- grass 1 steps to your west
-path 5 steps to your south-east
- tree 2 steps to your west
- furnace 2 steps to your north-east
You face cow at your front (east).
-health:9/9
-food:4/9
drink: 3/9
energy:8/9
1. Grass: Provides no specific resources; requires no requirements to interact with.
2. Path: Provides easy and flat terrain for movement; requires no requirements to be accessed.
3. Tree: Provides wood resource for crafting; requires wood_pickaxe or better to collect wood.
4. Furnace: Provides a tool to smelt resources like iron; requires stone and crafting to place.
5. Cow: Provides food when hunted; requires any type of weapon (e.g., wood_sword, stone_sword) to effectively hunt it.
In the current observation, the player faces a cow, which can be hunted for food.
1. Grass: No specific requirements for interaction, so it's met.
2. Path: No specific requirements for accessing, so it's met.
3. Tree: Requires a wood_pickaxe or better to collect wood; the player has a wood_pickaxe and a stone_pickaxe in their inventory, so the requirement is met.