SlowGuess/NeurIPS_2023_OCR huggingface dataset:
1. Grass: Provides no resources but indicates flat ground for movement; no requirements.
2. Stone: Provides stone resource for crafting tools, weapons, and placing on the ground; requires a wood or stone pickaxe to collect.
3. Table: Allows crafting of tools and weapons; requires wood to craft.
4. Furnace: Allows smelting of iron for crafting iron tools and weapons; requires stone to craft.
5. Cow: Provides food when defeated, which helps restore food level; no requirements to interact.
6. Path: Flat ground for movement; no requirements.
7. Wood Pickaxe (inventory): Allows collecting stone and coal resources; requires wood and a table to craft.
8. Stone Pickaxe (inventory): Allows collecting iron resources; requires wood, stone, and a table to craft.
9. Wood (inventory): Basic resource for crafting tools, weapons, and placing on the ground; can be collected from trees.
10. Coal (inventory): Used for smelting iron in a furnace; can be collected using a wood or stone pickaxe.
11. Iron (inventory): Used to craft iron tools and weapons; obtained after smelting iron ore in a furnace using coal.
Answer:
1. Grass: No requirements for interaction, so the requirements are met.
2. Stone: Requires a wood or stone pickaxe to collect; you have both a wood_pickaxe and a stone_pickaxe in your inventory, so the requirements are met.
3. Table: No requirements for interaction, so the requirements are met. However, crafting tools and weapons on the table requires specific resources in the inventory.
4. Furnace: No requirements for interaction, so the requirements are met. However, smelting iron in the furnace requires coal in the inventory.
5. Cow: No requirements for interaction, so the requirements are met.
6. Path: No requirements for interaction, so the requirements are met.
7. Wood Pickaxe (inventory): No requirements for interaction, so the requirements are met.
8. Stone Pickaxe (inventory): No requirements for interaction, so the requirements are met.
9. Wood (inventory): Cannot interact with wood directly in the inventory, but it can be used to craft.
10. Coal (inventory): Cannot interact with coal directly in the inventory, but it can be used for smelting.
11. Iron (inventory): Cannot interact with iron directly in the inventory, but it can be used to craft iron tools and weapons (with access to a table and a furnace).
1. Restore drink level: Your drink level is currently at 2/9, which is low, putting this task at high priority. Find a water source, like a lake or a river, to drink from and restore your drink level. Priority: 5/5.
2. Restore food level: Your food level is at 3/9, which is also low. Defeat the cow you spotted to get food, then eat it to restore your food level. This task is of medium-high priority. Priority: 4/5.
3. Craft Iron Sword and Iron Pickaxe: You currently have some iron to craft stronger tools and weapons (iron_pickaxe and iron_sword), but you may need more iron. Locate more iron and coal if needed, use your furnace to smelt the iron, and craft the tools at a table. This task is of medium priority since you already have a stone_pickaxe and a wood_pickaxe. Priority: 3/5.
For the top sub-task, which is to restore the drink level, the requirements are:
1. Find a water source, such as a lake or a river.
2. Drink the water to restore your drink level.
To accomplish this, the player should first move towards the nearest water source. If a water source is not immediately visible, the player should explore the surroundings to locate one. Once found, the player can drink the water to restore their drink level.
Based on the player's current status and inventory, the top 5 actions they should take are:
Action: Move (in any direction West, East, North, or South)
Requirement: Flat ground in the chosen direction.
Purpose: To explore the surroundings and locate a water source to drink from.
Action: I
Requirement: Facing a water source to drink from.
Purpose: To drink water and restore the drink level.
Requirement: Facing a tree, and having the necessary tool (wood_pickaxe) in inventory.
Purpose: To collect more wood for crafting and building.
Action: Make Wood Sword
Purpose: To create a weapon for defending against any encountered monsters.
Purpose: To find and chase a cow to restore the food level by eating it.
- Requirements Met: Yes, there is flat ground to the west and east, which the player can move to.
- Requirements Met: No, the player has not located a water source in the current observations.
- Requirements Met: Partially, the player has a wood_pickaxe in their inventory, but a tree is not directly in front of them.
- Requirements Met: Yes, the player has 1 wood in their inventory, and there is a table 3 steps to the south.
- Requirements Met: Yes, there is flat ground to the west and east, which the player can move to in order to find and chase a cow to restore the food level.
Yes, the last player action, move_east, succeeded because there was flat ground (a path) to the east of the player, allowing the player to move in that direction.
This action will allow the player to explore the surroundings and locate a water source, find more resources, and chase a cow to restore their food level.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  172, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- health: 9/9
-food:3/9
drink: 2/9
energy: 7/9
- wood: 1
-coal:2
-iron:1
- wood_pickaxe: 1
- stone pickaxe: 1
QA
1. Grass - Provides: Saplings when interacted with. Requirement: None.
2. Stone - Provides: Stone as a resource when mined with the wood_pickaxe or stone_pickaxe. Requirement: Wood_pickaxe or Stone_pickaxe.
3. Table - Provides: A way to craft tools and weapons. Requirement: Wood to create and place.
4. Furnace - Provides: Smelting of various resources such as iron. Requirement: Stone to create and place.
5. Cow - Provides: Food (meat) when hunted or defeated. Requirement: None.
1. Grass - Requirements met: Yes, no specific tool needed to collect saplings from the grass.
2. Stone - Requirements met: Yes, the player has a wood_pickaxe and a stone_pickaxe in their inventory, which can be used to mine stone.
3. Table - Requirements met: Yes, the table is already placed and available for crafting tools and weapons.
4. Furnace - Requirements met: Yes, the furnace is already placed and available for smelting resources such as iron.
5. Cow - Requirements met: Yes, the player can interact with the cow without any specific tool or weapon. However, having a weapon would make it easier to defeat the cow and obtain food.
1. Drink water (5/5 priority) - The player's drink status is low (2/9). The player should find a water source (lake or river) and drink to restore their thirst.
2. Obtain food (4/5 priority) - The player's food status is low (3/9). The player should consider hunting the nearby cow or finding other food sources like growing fruits or eating existing plants to restore their hunger.
3. Smelt iron (3/5 priority) - The player has iron, coal, and a furnace in their vicinity. The player can smelt the iron to obtain iron ingots, which can be used to craft more advanced tools and weapons like an iron sword or iron pickaxe.
Top sub-task: Drink water
1. Find a water source, such as a lake or river, near the player's location.
2. Walk up to the water source.
Since the player's current location doesn't show a water source nearby, the player should explore their surroundings (move north, south, east, or west) to find a lake or river where they can drink water to restore their thirst.
Answer:
1. Priority 1: Move North (or any other direction) - Requirement: Flat ground in the direction of movement. The player should explore their surroundings to find a water source or resources they need.
2. Priority 2: Do (drink water) - Requirement: Facing a water source (lake or river). This action is necessary to restore the player's thirst, which is currently low (2/9).
3. Priority 3: Move towards a Cow - Requirement: Flat ground in the direction of movement. The player should get closer to the cow to be able to eat and restore their food.
4. Priority 4: Do (eat cow) - Requirement: Facing the cow; having the necessary tool (preferably a crafted sword). Eating the cow will restore the player's food.
5. Priority 5: Sleep - Requirement: Energy level is below maximum. Sleeping will help restore the player's energy, which is currently 7/9. However, the player should find a safe place to sleep, away from potential threats like monsters or other hazards.
1. Priority 1: Move North (or any other direction) - Yes, the requirement for flat ground is met for moving in any direction since the player's observation mentions grass, stone, table, furnace, and cow in various directions.
2. Priority 2: Do (drink water) - No, the requirement of facing a water source is not met, as the player's observation does not mention any water nearby.
3. Priority 3: Move towards a Cow - Yes, the requirement is met. The player can move towards the cow by navigating the flat ground in the cow's direction (south-west).
4. Priority 4: Do (eat cow) - Not yet, as the player needs to get closer to the cow and face it before meeting the requirement.
5. Priority 5: Sleep - Partially, the energy requirement (7/9) is met. However, finding a safe place to sleep is not mentioned in the observation, so this requirement remains uncertain.
We cannot determine if the last player action ("do") succeeded because there is no information provided about what the player was trying to do in that step. The game observation remains the same between steps 342 and 344, so it is unclear what the intended outcome or interaction was.
The best executable action from the list above is Priority 1: Move North (or any other direction). The player can explore their surroundings and potentially find water sources or other necessary resources.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  173, 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 north-east
- path 1 steps to your south
- lava 7 steps to your north-east
-furnace 5 steps to your north-west
- cow 7 steps to your south-west
-health:9/9
- food: 3/9
drink: 2/9
energy: 7/9
- wood: 1
-coal:2
-iron:1
- wood_pickaxe: 1
- stone_pickaxe: 1
QA
Question: Action
Answer:
Move East
1. Stone: Provides stone resource; requires stone pickaxe or better to collect.
2. Path: No resource provided; no requirement
3. Lava: Provides light and can dispose of unwanted items; no requirement to interact with, but caution is advised as it can cause damage.
4. Furnace: Allows for smelting iron and cooking food; requires coal as fuel and items to be smelted or cooked.
5. Cow: Provides meat when defeated; no specific requirement to defeat, but having a weapon is recommended.
6. Grass: No direct resource, but can sometimes drop seeds to plant and grow crops; no requirement to interact with.
7. Wood (in inventory): Provides wood to craft tools and build structures; requires a wood pickaxe or better to collect from trees.
8. Coal (in inventory): Used as fuel in furnaces; requires wood or better pickaxe to collect from coal ore.
9. Iron (in inventory): Used for crafting iron tools and weapons; requires stone or better pickaxe to collect from iron ore, and a furnace to smelt.
10. Wood pickaxe (in inventory): Used to collect wood, stone, and coal resources; requires wood and a crafting table to create.
11. Stone_pickaxe (in inventory): Used to collect stone, coal, and iron resources; requires wood and stone, as well as a crafting table, to create.
1. Stone: Yes, requirements met with stone_pickaxe in inventory.
2. Path: No requirements for interaction; just move as needed.
3. Lava: Caution is advised; no specific interaction requirements, but avoid getting too close.
4. Furnace: Requirements met with coal in inventory, but currently no items to smelt or cook.
5. Cow: Yes, requirements met as no specific weapon is needed, but having a weapon would help.
6. Grass: No requirements for interaction; just interact if desired.
7. Wood (in inventory): N/A, already in inventory.
8. Coal (in inventory): N/A, already in inventory.
9. Iron (in inventory): N/A, already in inventory.
10. Wood pickaxe (in inventory): N/A, already in inventory.
11. Stone_pickaxe (in inventory): N/A, already in inventory.
1. Find a water source and drink from it to restore thirst level (Priority: 5/5)
2. Defeat a cow and cook its meat to restore food level (Priority: 4/5)
3. Use the furnace to smelt iron and craft iron tools and weapons to improve survival chances (Priority: 3/5)
The requirements for the top sub-task (finding a water source and drinking from it) are:
1. Locate a water source (like a lake, river or pond) within the game.
2. Approach the water source.
3. Drink from the water source to restore thirst.
The player should first try to locate a water source within the game, which may require moving around the environment and exploring different areas. They should look for indications like bodies of water or listen to the sounds of flowing water, and keep an eye on the map or visual cues to help them navigate.
1. Action: Move East (Priority: 1)
2. Action: Move North (Priority: 2)
3. Action: Move West (Priority: 3)
4. Action: Move South (Priority: 4)
5. Action: Sleep (Priority: 5)
These top 5 actions prioritize exploring the environment by moving in different directions to locate essential resources and manage the player's energy level by sleeping when necessary.
Status: Met (Stone is two steps to the east)
Status: Met (Grass is at the player's front in the north)
Status: Met (Grass is one step to the west)
Status: Met (Path is one step to the south)
Status: Met (Energy level is 7/9, which is below the maximum level)
Yes, the last player action "move_north" succeeded. The player was able to move north because there was flat ground (grass)
in that direction, allowing them to move without any obstacles blocking their way.
The best executable action from the above list is "Move East" (Priority: 1). The requirement for this action - flat ground right to the agent - is met as there is stone two steps to the east.
**********Step: 174, Cumulative Reward: 0.0=
- grass 2 steps to your west
- stone 1 steps to your north
- lava 6 steps to your north-east
- furnace 6 steps to your north-west
1. Stone: Provides stone resource when mined; requires either a wood_pickaxe or stone_pickaxe to collect.
2. Path: Provides no resources; no requirement to interact.
3. Lava: Dangerous, provides no resources; avoid getting too close.
4. Furnace: Used for smelting resources like iron; requires stone to craft and place.
5. Grass: Provides no resources; can be walked on with no requirements.
6. Wood: Provides wood resource when chopped; requires an axe to collect, but not present in the current observation.
7. Coal: Provides coal resource when mined; requires a pickaxe to collect, not present in the current observation.
8. Iron: Provides iron resource when mined; requires a stone_pickaxe or iron_pickaxe to collect.
9. Cow: Provides food when killed; no specific requirement besides attacking with any weapon or tool.
10. Energy: Increases when resting, sleeping, or consuming food and drink; agent needs to manage energy to avoid exhaustion.
Note: Some objects mentioned in the list are not directly present in the observation but added based on earlier observations and inventory.
The last action taken by the player was "move_east".
Answer:
1. Stone: Yes, the requirements are met as the player has both wood_pickaxe and stone_pickaxe in their inventory.
2. Path: Yes, there are no requirements to interact with the path.
3. Lava: Not applicable, as the player should avoid interacting with the lava.
4. Furnace: Yes, the player can interact with the furnace if they are close enough, as they have coal and iron in their inventory for smelting.
5. Grass: Yes, there are no requirements to interact with grass.
6. Wood: Not present in the current observation. If it were present, the player would need an axe to collect wood, which they currently don't have in their inventory.
7. Coal: Not present in the current observation. If it were present, the player would have the required wood_pickaxe or stone_pickaxe in their inventory.
8. Iron: Yes, the player meets the requirements with stone_pickaxe and iron_pickaxe in their inventory.
9. Cow: Yes, the player can interact (attack) with the cow using any weapon or even a tool.
10. Energy: Yes, the player can manage their energy by consuming food, drink, and resting or sleeping when needed.
1. Priority 4/5: Collect Drink - The player has low drink (2/9), so it is crucial to find a water source and drink from it to restore thirst.
2. Priority 3/5: Restore Food - The player has low food (3/9). They should either kill the cow they see 7 steps to the southwest or find other food sources to eat and increase their food level.
3. Priority 5/5: Find a Safe Place to Rest - The player's energy level is 7/9. They should find a safe place to rest or sleep to ensure their energy level stays high, enabling them to perform other tasks effectively.
The top sub-task is "Collect Drink" with a priority of 4/5.
1. Find a water source, such as a lake or river.
1. The player should explore the surroundings to locate a water source. They can move in different directions (north, south, east, or west) to search for water. Once they find a water source, they should drink from it to restore their thirst.
1. Action: Move East (Priority: 5/5)  
Requirement: Flat ground right to the agent.  
Reason: To explore the surroundings and search for a water source.
2. Action: Move West (Priority: 5/5) Requirement: Flat ground left to the agent. Reason: To explore the surroundings and search for a water source.
3. Action: Move North (Priority: 5/5)  
Requirement: Flat ground above of the agent.  
Reason: To explore the surroundings and search for a water source.
4. Action: Move South (Priority: 5/5)  
Requirement: Flat ground below the agent.  
Reason: To explore the surroundings and search for a water source.
5. Action: Do (Priority: 3/5) Requirement: Facing water source, such as a lake or river. Reason: To drink from the water source and restore the agent's thirst.
1. Action: Move East Requirement: Flat ground right to the agent. Status: Met (Currently facing the path to the east)
2. Action: Move West Requirement: Flat ground left to the agent. Status: Met (There's grass 2 steps to the west)
3. Action: Move North Requirement: Flat ground above of the agent. Status: Met (Currently facing grass to the north)
4. Action: Move South Requirement: Flat ground below the agent. Status: Met (There's a path 1 step to the south)
5. Action: Do Requirement: Facing water source, such as a lake or river. Status: Not Met (No water source is observed in the immediate surroundings)
Question: Did the last player action succeed? Why? Answer: Yes, the last player action of "move_east" succeed them to move in that direction.
The best executable action from above is to "Move East" because it meets the requirement of having a flat ground (path) to the agent's right and allows them to explore the surroundings in search of a water source to restore their thirst level.
- Step: 175, Cumulative Reward: 0.0
- You took action move_east.
You see:  
- grass 3 steps to your west  
- stone 1 steps to your north  
- lava 5 steps to your north-east  
- iron 5 steps to your north-east
Your status: -health:9/9 food:3/9 -drink:2/9 -energy:7/9
Your inventory:  
- wood: 1  
- coal: 2  
- iron: 1  
- wood_pickaxe: 1  
- stone_pickaxe: 1  
QA  
Question: Action  
Answer:  
Move West
Answer:  
- Grass: Provides no specific resource, but is a flat surface; no requirements.
- Stone: Provides stone resource, which can be used for crafting tools and building; requires a wood_pickaxe or better to collect.
- Lava: Dangerous to touch, does not provide any resources directly; avoid coming into contact with lava.
- Iron: Provides iron resource, which can be used for crafting stronger tools and weapons; requires a stone_pickaxe or better to collect.
- Path: Provides a flat surface to walk on; no requirements.
- Wood (in inventory): Provides wood resource, which is used for crafting tools and building; collected from trees using any type of tool or bare hands.
Coal (in inventory): Provides fuel for smelting in furnaces and a light source for torches; requires a wood_pickaxe or better to collect.
- Wood_pickaxe (in inventory): Used to collect basic resources like stone and coal; requires wood and a crafting table to create.
- Stone_pickaxe (in inventory): Used to collect intermediate resources like iron; requires stone, wood, and a crafting table to create.
Answer:
- Grass: Yes, the requirements are met as it is just a flat surface on which you can walk.
- Stone: Yes, the requirements are met since you have a wood_pickaxe in your inventory, which is required to collect stone.
- Lava: The requirement to avoid coming into contact with lava is met as long as you don't move towards it.
- Iron: Yes, the requirements are met since you have a stone_pickaxe in your inventory, which is required to collect iron.
- Path: Yes, the requirements are met as it is just a flat surface on which you can walk.
- Wood (in inventory): The wood is already in your inventory, and there are no requirements for interacting with it.
- Coal (in inventory): The coal is already in your inventory, and there are no requirements for interacting with it.
- Wood_pickaxe (in inventory): No requirements are needed for interaction as it is already in your inventory.
- Stone_pickaxe (in inventory): No requirements are needed for interaction as it is already in your inventory.
1. Find and drink water to restore the player's thirst level (Priority: 5/5)
2. Find food or collect resources to craft food items to restore the player's hunger level (Priority: 4/5)
3. Collect more iron to craft an iron sword for better defense and to progress further in the game (Priority: 3/5)
Requirements for the top sub-task (Find and drink water to restore the player's thirst level):
1. Locate a water source such as a lake or river.
2. Move towards the water source.
3. Interact with the water source to drink and restore thirst.
1. Look for a nearby water source in the player's observations or move around the area to find one.
1. Priority 1: Move towards the water source (Move West, Move East, Move North, or Move South)
Requirements: Flat ground in the direction of the water source.
2. Priority 2: Drink from the water source (Do)
Requirements: Facing the water source.
3. Priority 3: Collect more wood (Do)
Requirements: Facing a tree or wood; have a wood pickaxe or other necessary tool.
4. Priority 4: Eat food to restore player's food level (Eat Cow or Eat Plant)
Requirements: Cow or plant available in the inventory.
5. Priority 5: Craft an Iron Pickaxe (Make Iron Pickaxe)
1. Move towards the water source: Yes, the requirement of flat ground in the direction of the water source is met. The player can move east or west to approach the water source.
2. Drink from the water source: No, the player is not currently facing the water source. They need to move towards it first and then face it.
3. Collect more wood: No, the player is neither facing a tree nor wood. The player needs to locate a tree and face it before they can collect wood with their wood_pickaxe.