diff History for Neural Language Agents
Paper • 2312.07540 • Published
Datasets:
prompt stringlengths 667 5.82k | completion stringlengths 1.97k 174k |
|---|---|
You are an agent playing NetHack. Predict the next keypresses.
statistics[
Strength: 15/15
Dexterity: 18
Constitution: 18
Intelligence: 7
Wisdom: 8
Charisma: 8
Depth: 1
Gold: 62
HP: 65/65
Energy: 25/25
AC: 2
XP: 7/1103
Time: 19789
Position: 19|7
Hunger: Not Hungry
Monster Level: 0
Encumbrance: Unencumbered
Dungeon Num... | <|action|>search
<|observation|>
@@ -14 +14 @@
-Time: 19789
+Time: 19790
@@ -48 +47,0 @@
-tame large dog very near northnortheast
@@ -50 +49,2 @@
-rock adjacent northeast, southwest, and west
+tame large dog adjacent north
+yellow mold corpse adjacent northeast
@@ -51,0 +52 @@
+rock adjacent southwest and west
@@ -54 +... |
You are an agent playing NetHack. Predict the next keypresses.
statistics[
Strength: 17/17
Dexterity: 14
Constitution: 18
Intelligence: 7
Wisdom: 9
Charisma: 15
Depth: 3
Gold: 104
HP: 90/90
Energy: 11/11
AC: 3
XP: 8/1424
Time: 25006
Position: 6|17
Hunger: Not Hungry
Monster Level: 0
Encumbrance: Unencumbered
Dungeon N... | <|action|>space
<|observation|>
@@ -41 +41 @@
-lance [Unskilled]
+
@@ -92 +92 @@
-far northnortheast
+Yourself a valkyrie
<|action|>northeast
<|observation|>
@@ -14 +14 @@
-Time: 25006
+Time: 25007
@@ -41 +41 @@
-
+You hit the paper golem! The paper golem just misses!
<|action|>northeast
<|observation|>
... |
You are an agent playing NetHack. Predict the next keypresses.
statistics[
Strength: 16/16
Dexterity: 12
Constitution: 18
Intelligence: 7
Wisdom: 17
Charisma: 18
Depth: 5
Gold: 106
HP: 55/69
Energy: 86/86
AC: -2
XP: 9/2586
Time: 21156
Position: 4|12
Hunger: Not Hungry
Monster Level: 0
Encumbrance: Unencumbered
Dungeon... | <|action|>northeast
<|observation|>
@@ -15 +15 @@
-Position: 4|12
+Position: 5|11
@@ -27 +26,0 @@
-horizontal wall far northeast
@@ -30,3 +29,2 @@
-key far eastnortheast
-scroll labeled KO BATE far eastnortheast
-vertical wall far east
+key far east
+scroll labeled KO BATE far east
@@ -34,9 +32,8 @@
-southeast corner f... |
You are an agent playing NetHack. Predict the next keypresses.
statistics[
Strength: 12/12
Dexterity: 15
Constitution: 17
Intelligence: 16
Wisdom: 14
Charisma: 9
Depth: 1
Gold: 16
HP: 56/56
Energy: 56/56
AC: 2
XP: 6/634
Time: 13544
Position: 14|14
Hunger: Not Hungry
Monster Level: 0
Encumbrance: Unencumbered
Dungeon N... | <|action|>apply
<|observation|>
@@ -49 +49 @@
-w - an orcish dagger (at the ready).
+What do you want to use or apply? [cpqCNUY or ?*]
@@ -84 +84 @@
-Yourself a wizard
+
<|action|>call
<|observation|>
@@ -49 +49,7 @@
-What do you want to use or apply? [cpqCNUY or ?*]
+Your bag named #0 is empty. Do what with it?
+: - ... |
You are an agent playing NetHack. Predict the next keypresses.
statistics[
Strength: 11/11
Dexterity: 14
Constitution: 16
Intelligence: 16
Wisdom: 9
Charisma: 10
Depth: 1
Gold: 3
HP: 25/25
Energy: 29/29
AC: 8
XP: 4/95
Time: 4291
Position: 69|7
Hunger: Hungry
Monster Level: 0
Encumbrance: Unencumbered
Dungeon Number: 0... | <|action|>extcmd
<|observation|>
@@ -44 +44 @@
-
+#
@@ -67 +67 @@
-Yourself a wizard
+
<|action|>throw
<|observation|>
@@ -44 +44 @@
-#
+# t
<|action|>eat
<|observation|>
@@ -44 +44 @@
-# t
+# terrain
<|action|>more
<|observation|>
@@ -44 +44,5 @@
-# terrain
+View which?
+a + known map without monsters, objects, and tr... |
You are an agent playing NetHack. Predict the next keypresses.
statistics[
Strength: 13/13
Dexterity: 14
Constitution: 17
Intelligence: 8
Wisdom: 15
Charisma: 18
Depth: 1
Gold: 0
HP: 56/56
Energy: 42/42
AC: 3
XP: 7/1104
Time: 18886
Position: 14|14
Hunger: Weak
Monster Level: 0
Encumbrance: Unencumbered
Dungeon Number:... | <|action|>space
<|observation|>
@@ -57 +57,24 @@
-
+* ranseur (hilted polearm)
+* spetum (forked polearm)
+* glaive (single-edged polearm)
+* halberd (angled poleaxe)
+* bardiche (long poleaxe)
+* voulge (pole cleaver)
+* dwarvish mattock (broad pick)
+* fauchard (pole sickle)
+* guisarme (pruning hook)
+* bill-guisarm... |
"You are an agent playing NetHack. Predict the next keypresses.\n\nstatistics[\nStrength: 20/19\nDex(...TRUNCATED) | "<|action|>northeast\n<|observation|>\n@@ -14,2 +14,2 @@\n-Time: 8046\n-Position: 65|3\n+Time: 8047\(...TRUNCATED) |
"You are an agent playing NetHack. Predict the next keypresses.\n\nstatistics[\nStrength: 15/15\nDex(...TRUNCATED) | "<|action|>throw\n<|observation|>\n@@ -38 +38 @@\n-#\n+# t\n<|action|>eat\n<|observation|>\n@@ -38 +(...TRUNCATED) |
"You are an agent playing NetHack. Predict the next keypresses.\n\nstatistics[\nStrength: 14/14\nDex(...TRUNCATED) | "<|action|>search\n<|observation|>\n@@ -14 +14 @@\n-Time: 148\n+Time: 149\n<|action|>east\n<|observa(...TRUNCATED) |
"You are an agent playing NetHack. Predict the next keypresses.\n\nstatistics[\nStrength: 13/13\nDex(...TRUNCATED) | "<|action|>northwest\n<|observation|>\n@@ -14 +14 @@\n-Time: 5419\n+Time: 5422\n@@ -36,0 +37 @@\n+ta(...TRUNCATED) |
End of preview. Expand in Data Studio
LangHack
LangHack is a dataset of diff history demonstration data for the rogue-like video game NetHack generated using the symbolic AutoAscend bot, which boasts state-of-the-art performance in the game (as of 07/22/2024).
This dataset was created by sub-sampling 10,000 full NetHack games played by AutoAscend into contiguous "chunks" of 64 timesteps, and converting the agent's game state observations in natural language text using the NetHack Language Wrapper. Sub-sampling was performed uniformly at random over all recorded game data.
LangHack prompts correspond to a full game state observation at one timestep of AutoAscend gameplay, while completions correspond to a interleaved set of the subsequent bot actions and their resultant text deltas in the world state.
A detailed report of NetHack agent performance achieved by finetuning a tiny LLM (GPT2-127M) on LangHack is provided here.
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