SlowGuess/NeurIPS_2023_OCR huggingface dataset:
1. Find a water source (lake, river, etc.) or collect drink items (water bottles, fresh fruits, etc.)
2. Inventory space to store the collected drinks, if necessary
The player should search for a nearby water source (lake or river) to drink directly from it, or alternatively, look for drink items such as water bottles and fresh fruits to consume and replenish their drink level.
1. Move North (Priority: 5/5)
2. Move South (Priority: 4/5)
3. Move East (Priority: 3/5)
4. Move West (Priority: 2/5)
5. Do (Priority: 1/5)
Yes, the requirement is met: You face grass at your front (north).
Yes, the requirement is met: There's a table 2 steps to your south.
Yes, the requirement is met: You face path at your front (east).
Yes, the requirement is met: There's grass 1 step to your west.
No, the requirement is not met: You face path at your front (east), which doesn't require any tool or interaction.
Yes, the last player action "move_east" succeeded. The action succeeded because there was a path in front of the player (east), allowing them to move in that direction without any obstacles blocking their way.
The best executable action from above is "Move North" with priority 5/5. The requirement for this action is met, as you face grass at your front (north), which means there is flat ground above the agent.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  124，Cumulative Reward:0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
- table 3 steps to your sout
- Resource: None
- Requirement: None
- Resource: Stone (for making tools and building)
- Requirement: Wood or Stone Pickaxe to collect
- Resource: Wood (for making tools, crafting tables and building)
- Requirement: Any tool (wooden or stone) can be used to collect
- Resource: Crafting station for tools and weapons
- Requirement: Must have wood to craft a table
- Resource: Food (restores health)
- Requirement: Must be nearby and defeated to obtain food
6. Path:
- Resource: Provides direction for movement
- Requirement: Flat ground for smooth movement
Grass:
- Requirements met: Yes, you can interact with grass anytime as there are no specific requirements.
- Requirements met: Yes, you have both a wood_pickaxe and a stone_pickaxe in your inventory, which allows you to collect stone.
- Requirements met: Yes, you have wood_pickaxe and stone_pickaxe in your inventory, which can be used to collect wood from the tree.
- Requirements met: Yes, the table is already placed, so you can interact with it to craft tools and weapons.
- Requirements met: No, the cow is currently 5 steps away to your north-west; you need to be closer to interact with and defeat it for food.
- Requirements met: Yes, the path has flat ground, so you can interact with it and move in any direction.
Priority 4/5: Collect more resources:
- Approach and interact with the nearby stone to collect more stone with your stone_pickaxe, which can be used for crafting and building.
2. Priority 5/5: Find a water source:
- As your drink level is 4/9, finding a water source and interacting with it to restore your drink level should be a priority.
3. Priority 3/5: Obtain food:
- Since your food level is  $5/9$ , either approach a tree to collect more wood or defeat the cow to obtain food, restoring your health or food level as needed.
Top Sub-task: Collect more resources
- Be close to the stone (2 steps to the east)
- Have a suitable pickaxe (you have a stone_pickaxe in the inventory)
- Move 2 steps east to reach the stone. Once in front of the stone, use your stone_pickaxe to start collecting more stone resources.
1. Move East (Priority: 5/5)
2. Move East (Priority: 4/5)
3.Do (Priority:3/5)
Requirement: Facing stone (after moving east twice); have stone_pickaxe available in the inventory.
5. Move South (Priority: 1/5)
- Yes, the requirements are met; there is a path to the east.
- The requirements for this action can only be determined after taking the first action (Move East). We cannot currently determine if the requirements are met.
- The requirements for this action can only be determined after taking the first two actions (Move East twice). We cannot determine if the requirements are met at this moment.
- Yes, the requirements are met; there is grass to the west.
- Yes, the requirements are met; there is a path to the south.
Yes, the last player action succeeded because there was a flat path (grass) in the north direction, allowing the player to move north without any obstructions.
The best executable action from the list is to Move East (Priority: 5/5) because its requirements are met, and it has the highest priority.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  125, 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 2 steps to your west
- path 1 steps to your west
- table 4 steps to your south-west
- food: 5/9
1. Grass: Provides no direct resources, serves as a decoration and a walkable path. Requirements: None.
2. Stone: Provides stone resource when mined. Requirements: Needs a wood_pickaxe or better to mine.
3. Path: Provides a clear and straightforward path to travel. Requirements: None.
4. Tree: Provides wood resource when chopped. Requirements: Needs any type of axe to chop.
5. Table: Crafting station to create tools, weapons, or other structures. Requirements: Needs wood in inventory to place.
6. Cow: Provides food when defeated. Requirements: Needs a weapon or tool capable of defeating the animal.
7. Iron: Provides iron resource when mined, but not present in the current observation. Requirements: Needs a stone_pickaxe or better to mine.
Note: Coal is not in the current observation but is in the inventory. It serves to smelt iron when used in a furnace.
Requirements: Needs a wood_pickaxe or better to mine.
1. Grass: No requirements needed for interaction. You can move and walk on the grass.
2. Stone: Requirements are met. You have a wood_pickaxe and a stone_pickaxe in your inventory. You can mine the stone.
3. Path: No requirements needed for interaction. You can move and walk on the path.
4. Tree: Not in the immediate vicinity (4 steps to your north-west). Once in range, the requirement of an axe would be needed, which you currently don't have in your inventory.
5. Table: Not in the immediate vicinity (4 steps to your south-west). Once in range, no further requirements needed for interaction.
6. Cow: Not in the immediate vicinity (7 steps to your north-west). Once in range, you have a wood_pickaxe and a stone_pickaxe that can be used to defeat the cow for food, although a sword would be more efficient.
7. Iron: Not present in the current observation but previously mentioned. Once in range, you have a stone_pickaxe in your inventory that meets the requirement to mine iron.
1. Priority 5/5: Increase drink level: Your drink level is at 4/9, which needs improvement. You should find a water source like a lake or river and drink from it to increase your drink level.
2. Priority 4/5: Increase food level: Your food level is at  $5 / 9$ . You should approach the cow (7 steps to your north-west) and use a pickaxe to defeat it for food, though using a sword would be more efficient. Alternatively, locate other food sources such as saplings for plants or fruits.
3. Priority 3/5: Collect more resources: Gather additional stone, coal, and iron to craft better tools, weapons, and structures. The stone is present in your immediate vicinity, you can mine it using the stone_pickaxe. For coal and iron, you should explore the surroundings to find their deposits.
Top Sub-task: Increase drink level
1. Locate a water source such as a lake or river.
1. The player should explore their surroundings to find a water source. They can try moving in different directions (move_north, move_east, move_south, or move_west) to look for a lake or river in the in-game observations. Once the water source is found, the player can approach it and drink from it to increase their drink level.
Action: Move North/East/South/West
Requirement: Flat ground in the desired direction (choose the direction based on in-game observations to find a water source).
Action: Collect Drink
Requirement: Being near a water source, such as a lake or river.
Requirement: Flat ground in the desired direction (choose the direction based on in-game observations to find food or resources).
Action: Eat Cow or Eat Plant
Requirement: Cow, plant, or a collected food item in the inventory.
Action: Sleep
Requirement: Energy level below maximum; being in a safe location away from monsters.
Requirement: Flat ground in the desired direction
Status: Yes, the requirement is met, as there are flat grounds in several directions.
Requirement: Being near a water source
Status: No, the requirement is not met since there's no water source mentioned in the player's observations.
Status: Yes, the requirement is met, as there is flat ground in several directions.
Requirement: Cow, plant, or a collected food item in the inventory
Status: No, the requirement is not met as there is no cow, plant, or collected food item in the inventory.
Requirement: Energy level below maximum; being in a safe location away from monsters
Status: Yes, the requirement is met as the energy level is 9/9, and no monsters are mentioned in the player's observations. However, the current energy level is at maximum, so this action is not necessary.
Yes, the last player action (move_east) succeeded because there was flat ground (path) to the east of the player, allowing the player to move in that direction without any obstruction.
The best executable action from the list is Priority 1:
The player can choose a direction based on in-game observations to explore and find a water source, food, or additional resources.
Step: 126, Cumulative Reward: 0.0=
- grass 2 steps to your west
- path 1 steps to your west
- tree 3 steps to your west
- lava 6 steps to your north-east
- cow 7 steps to your north-west
You face stone at your front (north).
1. Grass: Provides no direct resources, but flat terrain for walking. No requirements.
2. Path: Provides no direct resources, but flat terrain for walking. No requirements.
3. Tree: Provides wood and saplings for crafting and planting. Requires a wood pickaxe or better to chop down.
4. Lava: Provides no direct resources, but can be dangerous and cause damage. Requires caution when approaching or crossing.
5. Cow: Provides food when killed. Requires a weapon to kill, ideally a sword.
6. Stone (facing): Provides stone for crafting tools and building materials. Requires a wood pickaxe or better to mine.
7. Stone (facing): Provides stone for crafting tools and building materials. Requires a wood pickaxe or better to mine.
8. Inventory Stone: Provides crafting materials for tools and structures. Obtained by mining stone.
9. Inventory Coal: Provides fuel for smelting iron. Obtained by mining coal.
10. Inventory Iron: Provides materials for crafting iron tools and weapons. Obtained by mining iron with a stone pickaxe or better.
11. Inventory Wood Pickaxe: Provides the ability to mine stone, coal, and iron. Crafted with wood.
12. Inventory Stone Pickaxe: Provides the ability to mine iron and diamond. Crafted with stone and wood.
1. Grass: Yes, the requirements for walking on flat terrain are met.
2. Path: Yes, the requirements for walking on flat terrain are met.
3. Tree: Yes, the requirements for chopping down a tree are met, as you have a wood_pickaxe in your inventory.
4. Lava: Yes, the requirement for caution when approaching or crossing lava are met, but it is advised to stay away from it, as it can cause damage.
5. Cow: Yes, the requirements for killing a cow are met, though you don't have a sword, using a wood or stone pickaxe can still be used to kill the cow for food.
6. Stone (facing): Yes, the requirements for mining stone are met, as you have a wood_pickaxe in your inventory.
7. Stone (facing): Yes, the requirements for mining stone are met, as you have a wood_pickaxe in your inventory.
8. Inventory Stone: Yes, the requirements for using stone in crafting are met as you have collected stone.
9. Inventory Coal: Yes, the requirements for using coal as fuel for smelting are met, as you have collected coal.
10. Inventory Iron: Yes, the requirements for crafting iron tools are met. You have collected iron, and you have a stone_pickaxe and coal in your inventory, which are needed to smelt the iron into a usable form.
11. Inventory Wood Pickaxe: Yes, the requirements for using the wood_pickaxe to mine stone, coal, and iron are met.
12. Inventory Stone Pickaxe: Yes, the requirements for using the stone_pickaxe to mine iron and diamond are met.
1. Priority 5/5: Increase your food and drink levels - You have low food (5/9) and drink (4/9) levels. You can kill the cow (7 steps to your north-west) for food and find a source of water to restore your drink levels.
2. Priority 4/5: Craft an iron sword and iron pickaxe - You have iron in your inventory, but it needs to be smelted using a furnace and coal. If you don't already have a furnace, craft one using stone in your inventory. After smelting the iron, craft an iron sword and iron pickaxe using the smelted iron, as they will be more effective for combat and mining.
3. Priority 3/5: Collect more resources - Mine the facing stone for additional building materials and find more coal and iron to create more advanced tools, weapons, and armor. Keep exploring your surroundings for valuable resources such as diamonds using your stone_pickaxe.
The requirements for the top sub-task (Increasing your food and drink levels) are:
1. Killing the cow for food: You need to have a weapon, such as a wood, stone, or iron sword, to kill the cow effectively. In your inventory, you already have a wood_pickaxe and a stone_pickaxe, which can be used as makeshift weapons to kill the cow.
2. Finding a source of water to drink: You need to find a drinkable water source, such as a lake or river, and drink from it to restore your drink level.
1. Approach the cow: Move towards the cow (7 steps to your north-west) to get in a closer range for attacking.
2. Kill the cow: Use your wood_pickaxe, stone_pickaxe, or (if available) a sword to kill the cow and collect the meat.
3. Find a water source: Explore the environment to locate a lake or river.
4. Drink water: Approach the water source and drink from it to restore your drink level.
1. Priority 1: Move West (Move towards the cow and water source) Requirement: Flat ground left to the agent.
2. Priority 2: Move North (Continue moving towards the cow and possibly the water source) Requirement: Flat ground above the agent.
3. Priority 3: Do (Kill the cow and collect meat) Requirement: Facing the cow and having a necessary tool in inventory (wood_pickaxe or stone_pickaxe).
4. Priority 4: Move West/North/East/South (Find a water source by exploring the environment) Requirement: Flat ground in the direction the agent wants to move.
5. Priority 5: Collect Drink (Drink water to restore the drink level)
Requirement: Facing a drinkable water source like a lake or river.
1. Priority 1: Move West Requirement: Flat ground left to the agent. Yes, the requirements are met. There is a path 1 step to the west.
2. Priority 2: Move North Requirement: Flat ground above the agent
Yes, the requirements are met. The agent moved north in the previous step, and the ground seems to be flat.
3. Priority 3: Do (Kill the cow and collect meat) Requirement: Facing the cow and having a necessary tool in inventory (wood_pickaxe or stone_pickaxe). Not yet. The agent is currently facing stone and 7 steps away from the cow. The wood_pickaxe or stone_pickaxe can be used for this action when the agent is closer and facing the cow.
4. Priority 4: Move West/North/East/South (Find a water source by exploring the environment)  
Requirement: Flat ground in the direction the agent wants to move.  
Yes, the requirements are met for moving west and north. Flat ground is located in both directions. Moving east and south are not ideal as they move the agent away from the cow and potential water source.
5. Priority 5: Collect Drink (Drink water to restore the drink level)  
Requirement: Facing a drinkable water source like a lake or river.  
No, the agent hasn't found a drinkable water source yet. The agent needs to explore the world to discover a water source first.
Yes, the last player action (move_north) succeeded because there was flat ground available to the north, allowing the player to move in that direction.
The best executable action from above is Priority 1: Move West. This action meets the requirements (flat ground to the west) and moves the player closer to the cow and the potential water source.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  127, 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 move_west.
You see:
- stone 2 steps to your north-east
- path 1 steps to your south
- tree 2 steps to your west
- lava 7 steps to your north-east
-health:9/9
- food: 5/9
- drink: 4/9
- energy: 9/9
- stone: 4
-coal:2
-iron:1
- wood_pickaxe: 1
- stone pickaxe: 1
QA
- Stone: Provides stone material, requires a wood or stone pickaxe to collect.
- Grass: No direct resources, but can be turned into a path or used to build a shelter.
- Path: No direct resources, provides accessible ground for movement.
- Tree: Provides wood, requires a wood or stone pickaxe to collect.
- Lava: Dangerous, no direct resources, but can be used for smelting if you have a bucket.
- Cow: Provides food, requires a wood, stone, or iron sword to defeat and collect meat.
- Stone: Yes, the requirements are met since you have both a wood_pickaxe and a stone_pickaxe in your inventory.
- Grass: Yes, you can interact with grass without any specific tool requirements.
- Path: Yes, you can move on the path without any requirements
- Tree: Yes, you have both a wood_pickaxe and a stone_pickaxe in your inventory to collect wood from the tree.
- Lava: No, you currently do not have a bucket to interact with the lava for smelting purposes
- Cow: No, you do not have a wood, stone, or iron sword in your inventory to defeat the cow and collect its meat.
1. Priority 4/5: Craft a sword (wood, stone, or iron) to defeat the cow and collect meat to increase the food level.
2. Priority 4/5: Find a source of water or drinkable liquid to restore the drink level
3. Priority 3/5: Collect more resources like wood and iron to build better tools and weapons or craft shelter.
Requirements for crafting a sword (wood, stone, or iron):
For a wood sword:
1. Collect wood.
2. Have access to a placed crafting table.
For a stone sword:
1. Collect wood and stone.
2. Have access to a placed crafting table.
For an iron sword:
1. Collect wood, stone, coal, and iron.
2. Have access to a placed crafting table and a placed furnace.
The player should first check their inventory for the resources required for each type of sword. If they have enough wood, they can immediately craft the wood sword. If not, they should focus on gathering wood first.
If the player has wood and stone in their inventory, they should craft the stone sword instead, as it is a better option.
Lastly, if the player has wood, stone, coal, and iron in their inventory and has access to a furnace, they should aim for the iron sword. If they don't have a furnace, they can craft one using the stone in their inventory and then smelt the iron using the coal.
Answer:
1. Priority 1: Move West - Flat ground left to the agent; Grass is observed at the front.
Requirements: Ability to reach the tree observed 2 steps to the west.
2. Priority 2: Do - Facing creature or material; have necessary tool; Chop down the tree in order to get wood.
Requirements: Face the tree you have approached.
3. Priority 3: Place Table - Wood in inventory; Place the crafting table after collecting wood from the tree.
Requirements: Sufficient space to place the table on the flat ground.
4. Priority 4: Make Wood Sword - Nearby table; wood in inventory; Craft a wood sword using the placed crafting table.
Requirements: Enough wood to craft the sword; within reach of the placed crafting table.
5. Priority 5: Make Stone Sword - Nearby table; wood, stone in inventory; Craft a stone sword using the placed crafting table.
Requirements: Enough wood and stone to craft the sword; within reach of the placed crafting table.
1. Priority 1: Move West - Yes, the requirements for this action are met. The agent has flat ground to the west (grass), so the agent can move in that direction.
2. Priority 2: Do - Currently, the requirements for this action are not met. The agent needs to first move west and be facing the tree before performing the "Do" action to chop down the tree.
3. Priority 3: Place Table - No, the requirements for this action are not met. The agent needs to collect wood from a tree first by performing action 2.
4. Priority 4: Make Wood Sword - No, the requirements for this action are not met. The agent needs to have enough wood in their inventory and needs to place a table (action 3) before being able to craft a wood sword.
5. Priority 5: Make Stone Sword - No, the requirements for this action are not met. The agent needs to have enough wood and stone in their inventory (from previous actions) and needs to place a table (action 3) before being able to craft a stone sword.
Yes, the last player action succeeded. The player successfully moved west because there was a flat ground (grass) in the direction they moved, allowing for unrestricted movement in that direction.
Priority 1: Move West - This action can be executed since the agent has flat ground (grass) to the west, allowing the agent to move in that direction.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  128, 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 north-east
- path 1 steps to your east
1. Grass: Provides saplings when collected; requires no tools to collect.
2. Stone: Provides stone material when collected; requires a wood_pickaxe or better to collect.
3. Path: Provides no resources but facilitates movement.
4. Tree: Provides wood when collected; requires a wood_pickaxe or better to collect.
In the current observation:
- Grass is 1 step to the north and can be collected for saplings without any tools required.
- Stone is 3 steps to the north-east and can be collected for stone material with a wood_pickaxe or better.
- - Path is 1 step to the east and provides no resources but can be used for easier movement
- Tree is directly west of the player and can be collected for wood with a wood_pickaxe or better.