SlowGuess/NeurIPS_2023_OCR huggingface dataset:
Requirements for the top sub-task (Find water and drink to restore thirst):
1. Locate a source of water such as a lake or river
2. Approach the water source
3. Interact with the water source to drink
The first thing the player should do is search for a nearby water source in their surroundings. If not immediately visible, they should explore the environment while keeping their eyes open for a water source.
1. Priority 1 - Move West, East, North, or South: Look for a water source while exploring (Requirement: Flat ground in the respective direction)
2. Priority 2 - Drink: Restore thirst by drinking from the water source (Requirement: Facing the water source when found)
3. Priority 3 - Move West, East, North, or South: Approach the cow spotted in the surroundings (Requirement: Flat ground in the respective direction)
4. Priority 4 - Do: Interact with the cow to obtain food to restore hunger (Requirement: Facing the cow; no specific tool needed)
5. Priority 5 - Sleep: Restore energy by sleeping if energy decreases further (Requirement: Energy level is below maximum)
1. Priority 1 - Move West, East, North, or South: Yes, the requirements are met. The player can move in any direction with flat ground.
2. Priority 2 - Drink: No, the requirements are not met yet. The player has not found a water source to drink from.
3. Priority 3 - Move West, East, North, or South: Yes, the requirements are met. The player can move in any direction with flat ground to approach the cow.
4. Priority 4 - Do: No, the requirements are not met yet. The player needs to approach the cow first and face it before interacting to obtain food.
5. Priority 5 - Sleep: Yes, the requirements are met. The player's energy level is at  $8/9$ , which means it's below maximum, and they can sleep to restore energy.
Yes, the last player action (move_east) succeeded because there was a path in front of the player to the east, allowing the player to move in that direction.
The best executable action from the list is Priority 1 - Move West, East, North, or South: Look for a water source while exploring since the player needs to find a water source to drink and restore thirst. The requirement of flat ground in the respective direction is met.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  167, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
-path 2 steps to your east
- cow 1 steps to your south
Your status:
-health:9/9
-food:3/
- drink: 2/9
-energy:8/9
1. Stone: Provides stone resource; requires a wood_pickaxe or better to collect.
2. Path: Provides no resource; can be walked on without any requirement.
3. Tree: Provides wood resource; requires a wood_pickaxe or better to collect.
4. Table: Provides crafting abilities; requires wood to build.
5. Cow: Provides food when defeated; requires no specific tool, but a sword is recommended for easier defeat.
6. Grass: Provides no resource; can be quickly converted to path by walking over it.
1. Stone: Yes, the requirements are met for interaction, as the player has a wood_pickaxe and a stone_pickaxe in their inventory.
2. Path: Yes, the requirements are met for interaction; the player can walk on the path without any need for specific tools or resources.
3. Tree: Yes, the requirements are met for interaction, as the player has a wood_pickaxe in their inventory.
4. Table: The table is not nearby (4 steps to the south-east), but once in proximity, the player can interact with it, as they have wood in their inventory to craft items.
5. Cow: Yes, the requirements are met for interaction; the player can defeat the cow without a specific tool or weapon, although using a sword would make it easier.
6. Grass: Yes, the requirements are met for interaction; the player can walk over the grass to convert it into a path without any need for specific tools or resources.
1. Find water and drink to replenish thirst. Priority: 5/5
2. Acquire more food by defeating the cow or finding other food sources. Priority: 4/5
3. Locate a safe shelter or build one to protect the player from any potential threats. Priority: 4/5
Requirements for the top sub-task (Find water and drink to replenish thirst): Locate a water source such as a lake or river and interact with it to drink water and replenish the thirst level.
What should the player do first: The player should explore their surroundings to locate a water source nearby. Moving in different directions, such as north, east, south, or west, may help them find water faster. Once the water source is found, the player should interact with it to drink water and replenish their thirst level.
1. Priority 1: Move North, East, South, or West (Requirements: Flat ground in the chosen direction) The player should move in different directions to find a water source for drinking.
2. Priority 2: Drink (Requirements: Facing a water source like a lake or river) The player should drink from the water source once found to replenish their thirst level.
3. Priority 3: Move towards the cow (Requirements: Flat ground in the chosen direction) - The player should move in the direction of the cow to hunt it for food.
4. Priority 4: Do (Requirements: Facing creature or material; have necessary tool) The player should face the cow and perform the 'Do' action to hunt it for food.
5. Priority 5: Eat Cow (Requirements: No specific requirements) The player should eat the hunted cow to restore their food level.
1. Priority 1: Move North, East, South, or West (Requirements: Flat ground in the chosen direction) Yes, the requirements are met for all directions since the player faces flat ground in each direction.
2. Priority 2: Drink (Requirements: Facing a water source like a lake or river) No, the requirements are not met as the player has not found a water source for drinking yet.
3. Priority 3: Move towards the cow (Requirements: Flat ground in the chosen direction) - Yes, the requirements are met as there is a cow one step to the player's south, and flat ground is present.
4. Priority 4: Do (Requirements: Facing creature or material; have necessary tool) No, the requirements are not met, as the player is not yet facing the cow.
5. Priority 5: Eat Cow (Requirements: No specific requirements) No, the requirements are not complete as the player hasn't hunted the cow and obtained its meat yet.
Yes, the last player action succeeded. The player was able to move west because there was grass at their front (west) and no obstacles blocking their movement.
The best executable action from the list above is Priority 1: Move North, East, South, or West (Requirements: Flat ground in the chosen direction). In this case, the player should move south towards the cow since it's one step to the player's south and there is flat ground available.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  168, Cumulative Reward: 0.0  $= \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \equiv \cdot$
-path 2 steps to your east
- tree 4 steps to your north-west
- table 5 steps to your south-east
-furnace 4 steps to your north-west
- cow 3 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
1. Stone: Provides stone resource; requires a wood_pickaxe or better to collect.
2. Path: Provides easier movement; no requirement
3. Tree: Provides wood resource; requires a wood_pickaxe or better to collect.
4. Table: Allows crafting of tools and weapons; requires wood to place.
5. Furnace: Allows smelting of iron; requires stone to place and coal as fuel.
6. Cow: Provides food when defeated; no specific tool requirement.
7. Grass: No resource provided; no requirement.
1. Stone: Yes, the requirements are met for interaction as you have a wood_pickaxe and a stone_pickaxe in your inventory.
2. Path: Yes, the requirements are met for interaction as there are no specific requirements for moving on the path.
3. Tree: Yes, the requirements are met for interaction as you have a wood_pickaxe in your inventory.
4. Table: Yes, the requirements are met for interaction as you have wood in your inventory, and the table is placed in the game.
5. Furnace: Yes, the requirements are met for interaction as you have coal and iron in your inventory for smelting, and the furnace is placed in the game.
6. Cow: Yes, the requirements are met for interaction as there are no specific tool requirements for interacting with a cow.
7. Grass: Yes, the requirements are met for interaction as there are no specific requirements for interacting with grass.
1. Drink water (Priority: 5/5): With the player's drink level at 2/9, it's crucial to find a water source to restore the thirst level and avoid negative effects on health and energy.
2. Eat food (Priority: 4/5): The player's food level is at 3/9, which indicates a need to restore it soon. Defeating the cow nearby and consuming it would help increase the food level and maintain the player's health.
3. Collect more wood (Priority: 3/5): Wood is essential for crafting tools, weapons, and building materials. The player currently has only one piece of wood in their inventory. Chopping down the nearby tree would provide more wood for the player's needs.
Requirements for the top sub-task (drink water):
2. Move to the water source.
The player should first locate a water source nearby. Since the observation does not mention any water source, the player should explore the surroundings by moving to the east, west, north, or south, searching for and moving towards a lake or river to drink and replenish their thirst level.
1. Priority: 5 - Move East (Flat ground right to the agent): This action will help you explore your surroundings and potentially locate a water source. Requirement: flat ground to the east.
2. Priority: 4 - Move West (Flat ground left to the agent): This action will also help you explore your surroundings and potentially locate a water source. Requirement: flat ground to the west.
3. Priority: 3 - Move North (Flat ground above of the agent): This action will help you explore your surroundings and find a water source. Requirement: flat ground to the north.
4. Priority: 2 - Move South (Flat ground below the agent): This action will help you explore your surroundings and locate a water source. Requirement: flat ground to the south.
5. Priority: 1 - Do (Facing creature or material; have necessary tool): This action will allow you to interact with the environment, such as collecting resources or combatting monsters. Depending on the situation and the objects present,
requirements may vary. For example, if you're facing a cow, you'll need a tool, such as a sword or a pickaxe to defeat it to get food.
1. Priority: 5 - Move East (Flat ground right to the agent): Yes, the requirements are met as there is flat ground to the east.
2. Priority: 4 - Move West (Flat ground left to the agent): Yes, the requirements are met as there is flat ground to the west.
3. Priority: 3 - Move North (Flat ground above of the agent): Yes, the requirements are met as there is flat ground to the north.
4. Priority: 2 - Move South (Flat ground below the agent): Yes, the requirements are met as there is flat ground to the south.
5. Priority: 1 - Do (Facing creature or material; have necessary tool): The current observation shows that you are facing grass, which does not require any particular action or tool. The requirements are not met for any meaningful action at the moment.
Yes, the last player action (move_north) succeeded because there was flat ground (grass) in the north direction, allowing the player to move in that direction.
The best executable action from above is Priority 5 - Move East (Flat ground right to the agent). This action will help you explore your surroundings and potentially locate a water source. The requirement of flat ground to the east is met.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  169, 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 3 steps to your east
- tree 5 steps to your north-west
- table 4 steps to your south-east
-furnace 5 steps to your north-west
- cow 5 steps to your south-west
-health:9/9
- food: 3/9
drink: 2/9
-energy:7/9
1. Grass: Provides no resources, no requirement.
2. Stone: Provides stone resource, requires a wood_pickaxe or better to collect.
3. Tree: Provides wood resource, requires an empty hand or an axe to collect.
4. Path: Provides no resources, no requirement.
5. Table: Craft and place using wood. Required for crafting higher-level tools and weapons.
6. Furnace: Craft and place using stone. Required for smelting iron.
7. Cow: Provides food (meat) when killed, no requirement to interact with it.
8. Player's Inventory: Holds the collected resources and crafted items, updated as the player interacts with objects and crafts.
Answer:
1. Grass: No requirements for interaction; requirements met.
2. Stone: Requires a wood_pickaxe or better to collect; requirements met (player has wood_pickaxe and stone_pickaxe).
3. Tree: Requires an empty hand or an axe to collect; requirements met (player can use an empty hand).
4. Path: No requirements for interaction; requirements met
5. Table: Crafted and placed using wood, required for crafting higher-level tools and weapons; requirements met (player has wood in inventory).
6. Furnace: Crafted and placed using stone, required for smelting iron; requirements met (player has stone_pickaxe to collect more stone if needed).
7. Cow: No requirement to interact with it; requirements met.
8. Player's Inventory: Holds the collected resources and crafted items; requirements met as the player interacts with objects and crafts.
1. Priority 4/5: Drink water (from lake or collect Drink) to restore the player's thirst (current thirst level: 2/9).
2. Priority 5/5: Collect food (kill cow or grow fruits) to restore the player's food level (current food level: 3/9).
3. Priority 3/5: Collect more resources such as wood and stone to craft better tools, weapons, and build shelter.
The top sub-task is to drink water to restore the player's thirst.
Requirements: Find a water source like a lake, pond, or a river nearby.
What should the player do first: The player should explore the environment and locate a water source. Once found, the player can drink from it to restore their thirst.
1. Priority 1: Move (Direction: West, East, North, or South) - Requirement: Flat ground in the chosen direction. The player should explore the environment and locate a water source.
2. Priority 2: Drink - Requirement: Be adjacent to a water source like a lake, pond, or river. Once the player is next to a water source, they should drink to restore their thirst.
3. Priority 3: Move (Direction: West, East, North, or South) - Requirement: Flat ground in the chosen direction. The player should continue exploring the environment and locate a tree for collecting wood, a food source, or a shelter to recover energy, given the low food and energy levels.
4. Priority 4: Do (Collect wood, chase cow, or other action) - Requirement: Facing the desired resource/material; have the necessary tool (if applicable). Engage in an action to collect wood, food, or any other necessary resources, depending on what the player has located.
5. Priority 5: Sleep - Requirement: Energy level is below maximum. The player should find a safe place (like a shelter or cave) and sleep to recover energy when it is low.
Answer:
1. Priority 1: Move (Direction: West, East, North, or South) - Yes, the requirements are met. The player can move to explore and locate a water source. The player can move in any direction where there is flat ground.
2. Priority 2: Drink - No, the requirements are not met, as the player hasn't found a water source yet.
3. Priority 3: Move (Direction: West, East, North, or South) - Yes, the requirements are met. The player can continue exploring the environment and locate more resources such as wood or food, or find a shelter to recover energy.
4. Priority 4: Do (Collect wood, chase cow, or other action) - Partially met, the player has a wood_pickaxe and stone_pickaxe in the inventory, which can help collect wood or stone. However, the player is not yet close to a tree to collect more wood, and although they see a cow, it is 5 steps away.
5. Priority 5: Sleep - Yes, the requirements are met. The player's energy level is below maximum, so they can sleep. However, the player must find a safe place to sleep first, like a shelter or cave.
Yes, the last player action (move_east) succeeded because there was a flat path in the east direction, allowing the player to move there without any obstacles.
The best executable action from the list above is Priority 1: Move (Direction: West, East, North, or South). The player can move to explore the environment and locate a water source or other resources. This action can be executed since there is flat ground for movement in various directions.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  ：170，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 3 steps to your east
- tree 5 steps to your north-west
- table 4 steps to your south-east
-furnace 5 steps to your north-west
- cow 6 steps to your south-west
- wood: 1
-coal:2
-iron:1
- wood_pickaxe: 1
QA--
1. Grass: It provides no specific resources and has no requirement.
2. Stone: It provides the stone resource and requires a pickaxe (wood or better) to mine.
3. Tree: It provides wood resource and requires an axe or hands (though it's slower) to chop it down.
4. Table: It's a crafting station that enables crafting tools and weapons. It requires wood to make and place.
5. Furnace: It's a smelting station that allows smelting iron and other ores. It requires stone to make and place.
6. Cow: It provides food (meat) when killed and has no specific requirement.
1. Grass: No requirements, so they are met. You can interact with it.
2. Stone: Requires a pickaxe (wood, stone, or iron) to mine. You have both wood and stone pickaxes in your inventory, so requirements are met.
3. Tree: Requires an axe or hands to chop it down. You don't have an axe in your inventory, but you can use your hands, so you can still interact with it.
4. Table: Requires wood to make and place. You have 1 wood in your inventory, so requirements are met if you want to make another table.
5. Furnace: Requires stone to make and place. You don't have stone in your inventory, so if you want to make another furnace,
you need to collect stone first.
6. Cow: No specific requirement for interaction. You can interact with it.
1. Collect Drink (Priority 5/5): Your drink level is at 2/9, which is critical. You should find a water source like a lake or river to collect drink and replenish your thirst.
2. Collect Food (Eat Cow) (Priority 4/5): Your food level is 3/9, which is low. You should kill the nearby cow and collect meat to eat and increase your food level.
3. Collect Stone (Priority 3/5): As you currently have no stone in your inventory, you should collect stone using your pickaxe for future crafting or building purposes.
Top Sub-task: Collect Drink
Requirements: Find a water source like a lake or river to collect drink.
The player should first look for a water source in their surroundings. If not visible, the player can try moving in different directions (north, south, east, or west) to explore the environment and locate a water source. Once found, the player should move towards the water source and collect drink to replenish their thirst level.
1. Priority 1: Move East (Move closer to the water source)
2. Priority 2: Move West (Move closer to the water source)
3. Priority 3: Move North (Move closer to the water source)
4. Priority 4: Move South (Move closer to the water source)
5. Priority 5: Collect Drink (Replenish thirst level)
Requirement: Facing water source (lake or river).
Requirements met: Yes, flat ground is present to the right of the agent.
Requirements met: Yes, flat ground is present to the left of the agent.
Requirements met: Unknown, as the player's observation does not provide information about northward conditions.
Requirements met: Unknown, as the player's observation does not provide information about southward conditions.
Requirements met: No, the player is not currently facing a water source (lake or river). They need to move closer to a water source first.
It is not clear if the last player action "do" succeeded because there is no information about the intended outcome or what the player was trying to do. The surrounding environment and the player's status and inventory remain unchanged between steps 338 and 340, which indicates that nothing significant occurred as a result of the action. It's possible that the "do" action was not valid for the current context or lacked a specific target.
The best executable action from the list above is Priority 1: Move East (Move closer to the water source), since its requirement is met with flat ground present to the right of the agent.
$= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = Step$  171, 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
- table 3 steps to your south
- furnace 6 steps to your north-west
- cow 7 steps to your south-west
- health: 9/9
-food:3/9
- drink: 2/4
- energy: 7/9