game_id stringclasses 1
value | env_id stringclasses 1
value | model stringclasses 1
value | opponent_model null | player_id int64 0 0 | reward float64 0.17 1 | num_turns int64 1 9 | transcript stringclasses 10
values | error null | system_prompt stringclasses 1
value | per_turn_reasoning stringclasses 10
values |
|---|---|---|---|---|---|---|---|---|---|---|
FrozenLake-v0_ep000 | FrozenLake-v0 | together_ai/moonshotai/Kimi-K2-Instruct-0905 | null | 0 | 1 | 2 | [{"turn": 0, "player_id": 0, "observation": "\n[GAME] Welcome to Frozen Lake!\n\nYou are represented by 'P' on the grid.\nGrid symbols:\n ' ' = Frozen surface (safe to walk on)\n 'H' = Hole (fall in and lose!)\n 'G' = Goal (reach this to win!)\n 'P' = Your current position\n\nAvailable actions: up, down, left, righ... | null | You are playing Frozen Lake. Navigate from the start position to the goal while avoiding holes in the ice. Choose your moves carefully. | ["I\u2019m on the top-left tile, and the goal G is in the bottom-right. \nThe only safe way to reach it is:\n\n1. Move right onto the empty tile (top-right).\n2. Move down onto the goal.\n\nSo let\u2019s start:\n", ""] |
FrozenLake-v0_ep000 | FrozenLake-v0 | together_ai/moonshotai/Kimi-K2-Instruct-0905 | null | 0 | 1 | 2 | [{"turn": 0, "player_id": 0, "observation": "\n[GAME] Welcome to Frozen Lake!\n\nYou are represented by 'P' on the grid.\nGrid symbols:\n ' ' = Frozen surface (safe to walk on)\n 'H' = Hole (fall in and lose!)\n 'G' = Goal (reach this to win!)\n 'P' = Your current position\n\nAvailable actions: up, down, left, righ... | null | You are playing Frozen Lake. Navigate from the start position to the goal while avoiding holes in the ice. Choose your moves carefully. | ["I see the 2\u00d72 board:\n\n- Top-left: H (hole) \n- Top-right: G (goal) \n- Bottom-left: P (me) \n- Bottom-right: safe ice \n\nFrom where I am, the only safe move that gets me closer to the goal is right \u2192 onto the empty ice in the bottom-right corner. After that I can move up into the goal.\n", ""] |
FrozenLake-v0_ep000 | FrozenLake-v0 | together_ai/moonshotai/Kimi-K2-Instruct-0905 | null | 0 | 1 | 2 | [{"turn": 0, "player_id": 0, "observation": "\n[GAME] Welcome to Frozen Lake!\n\nYou are represented by 'P' on the grid.\nGrid symbols:\n ' ' = Frozen surface (safe to walk on)\n 'H' = Hole (fall in and lose!)\n 'G' = Goal (reach this to win!)\n 'P' = Your current position\n\nAvailable actions: up, down, left, righ... | null | You are playing Frozen Lake. Navigate from the start position to the goal while avoiding holes in the ice. Choose your moves carefully. | ["I see the board:\n\n- I'm at the top-right cell (P).\n- The goal G is in the bottom-left cell.\n- No holes are visible in this 2\u00d72 layout, so every move is safe.\n\nTo reach G I need to go:\n1. Down to the bottom-right\n2. Left to the bottom-left (goal)\n", ""] |
FrozenLake-v0_ep000 | FrozenLake-v0 | together_ai/moonshotai/Kimi-K2-Instruct-0905 | null | 0 | 0.166667 | 1 | [{"turn": 0, "player_id": 0, "observation": "\n[GAME] Welcome to Frozen Lake!\n\nYou are represented by 'P' on the grid.\nGrid symbols:\n ' ' = Frozen surface (safe to walk on)\n 'H' = Hole (fall in and lose!)\n 'G' = Goal (reach this to win!)\n 'P' = Your current position\n\nAvailable actions: up, down, left, righ... | null | You are playing Frozen Lake. Navigate from the start position to the goal while avoiding holes in the ice. Choose your moves carefully. | ["I\u2019m at the bottom-right (P) and the goal G is at the top-left. \nI can only move up, down, left, right; stepping off the board or onto an H ends the game.\n\nFrom the current board:\n\nRow 0 (top): G \u2013 \u2013 \u2013 \nRow 1: \u2013 \u2013 \u2013 \nRow 2: \u2013 H \u2013 \nRow 3: ... |
FrozenLake-v0_ep000 | FrozenLake-v0 | together_ai/moonshotai/Kimi-K2-Instruct-0905 | null | 0 | 1 | 4 | [{"turn": 0, "player_id": 0, "observation": "\n[GAME] Welcome to Frozen Lake!\n\nYou are represented by 'P' on the grid.\nGrid symbols:\n ' ' = Frozen surface (safe to walk on)\n 'H' = Hole (fall in and lose!)\n 'G' = Goal (reach this to win!)\n 'P' = Your current position\n\nAvailable actions: up, down, left, righ... | null | You are playing Frozen Lake. Navigate from the start position to the goal while avoiding holes in the ice. Choose your moves carefully. | ["", "", "", ""] |
FrozenLake-v0_ep000 | FrozenLake-v0 | together_ai/moonshotai/Kimi-K2-Instruct-0905 | null | 0 | 1 | 4 | [{"turn": 0, "player_id": 0, "observation": "\n[GAME] Welcome to Frozen Lake!\n\nYou are represented by 'P' on the grid.\nGrid symbols:\n ' ' = Frozen surface (safe to walk on)\n 'H' = Hole (fall in and lose!)\n 'G' = Goal (reach this to win!)\n 'P' = Your current position\n\nAvailable actions: up, down, left, righ... | null | You are playing Frozen Lake. Navigate from the start position to the goal while avoiding holes in the ice. Choose your moves carefully. | ["I\u2019m at the bottom-left corner (P). \nThe only safe move that doesn\u2019t head straight into a hole is:\n", "", "", ""] |
FrozenLake-v0_ep000 | FrozenLake-v0 | together_ai/moonshotai/Kimi-K2-Instruct-0905 | null | 0 | 0.625 | 5 | [{"turn": 0, "player_id": 0, "observation": "\n[GAME] Welcome to Frozen Lake!\n\nYou are represented by 'P' on the grid.\nGrid symbols:\n ' ' = Frozen surface (safe to walk on)\n 'H' = Hole (fall in and lose!)\n 'G' = Goal (reach this to win!)\n 'P' = Your current position\n\nAvailable actions: up, down, left, righ... | null | You are playing Frozen Lake. Navigate from the start position to the goal while avoiding holes in the ice. Choose your moves carefully. | ["I\u2019m at the bottom-left (row 4, col 0). \nThe goal is the top-right corner (row 0, col 4). \nTo get there safely I need to move right along the bottom row first, then head up the right-most safe column.\n\nNext safe step: move right.\n", "", "", "", ""] |
FrozenLake-v0_ep000 | FrozenLake-v0 | together_ai/moonshotai/Kimi-K2-Instruct-0905 | null | 0 | 0.4 | 4 | [{"turn": 0, "player_id": 0, "observation": "\n[GAME] Welcome to Frozen Lake!\n\nYou are represented by 'P' on the grid.\nGrid symbols:\n ' ' = Frozen surface (safe to walk on)\n 'H' = Hole (fall in and lose!)\n 'G' = Goal (reach this to win!)\n 'P' = Your current position\n\nAvailable actions: up, down, left, righ... | null | You are playing Frozen Lake. Navigate from the start position to the goal while avoiding holes in the ice. Choose your moves carefully. | ["I see the board \u2014 I'm at the bottom-right (P), and the goal (G) is at the top-left. \nTo reach it safely, I need to move left and up while avoiding the holes (H).\n\nFrom my current position, the only safe first move is **left**, since up leads into a hole.\n", "", "", ""] |
FrozenLake-v0_ep000 | FrozenLake-v0 | together_ai/moonshotai/Kimi-K2-Instruct-0905 | null | 0 | 0.2 | 2 | [{"turn": 0, "player_id": 0, "observation": "\n[GAME] Welcome to Frozen Lake!\n\nYou are represented by 'P' on the grid.\nGrid symbols:\n ' ' = Frozen surface (safe to walk on)\n 'H' = Hole (fall in and lose!)\n 'G' = Goal (reach this to win!)\n 'P' = Your current position\n\nAvailable actions: up, down, left, righ... | null | You are playing Frozen Lake. Navigate from the start position to the goal while avoiding holes in the ice. Choose your moves carefully. | ["I\u2019m at the top-left (row 0, col 0). \nThe only safe move from here is right \u2013 every other direction either stays on a hole or goes out of bounds. ", ""] |
FrozenLake-v0_ep000 | FrozenLake-v0 | together_ai/moonshotai/Kimi-K2-Instruct-0905 | null | 0 | 0.5 | 9 | [{"turn": 0, "player_id": 0, "observation": "\n[GAME] Welcome to Frozen Lake!\n\nYou are represented by 'P' on the grid.\nGrid symbols:\n ' ' = Frozen surface (safe to walk on)\n 'H' = Hole (fall in and lose!)\n 'G' = Goal (reach this to win!)\n 'P' = Your current position\n\nAvailable actions: up, down, left, righ... | null | You are playing Frozen Lake. Navigate from the start position to the goal while avoiding holes in the ice. Choose your moves carefully. | ["I\u2019m at the top-left corner (row 0, col 0). \nThe only safe move from here is right\u2014every other direction either goes out-of-bounds or straight into a hole.\n", "", "", "Now at (1, 2). \nCheck neighbors: \n- Left \u2192 (1, 1) is open \n- Right \u2192 (1, 3) is a hole (deadly) \n- Down \u2192 (2, 2) is ... |
t1-strategy-arena-frozenlake-baseline-together_ai-moonshotai-kimi-k2-instruct-78cc6a2e
Strategy compliance baseline — FrozenLake arena evaluation.
No strategy instruction was given. This is the baseline to observe the model's natural reasoning patterns across game turns. Per-turn reasoning is extracted from transcripts for manual review.
Results
| Metric | Value |
|---|---|
| Win rate | 10/10 (100.0%) |
| Avg turns | 3.5 |
| Errors | 0 |
Details
| Parameter | Value |
|---|---|
| Model | together_ai/moonshotai/Kimi-K2-Instruct-0905 |
| Thinking | False |
| Temperature | 0.7 |
| Max tokens | 4096 |
| Games | FrozenLake-v0, FrozenLake-v0, FrozenLake-v0, FrozenLake-v0, FrozenLake-v0, FrozenLake-v0, FrozenLake-v0, FrozenLake-v0, FrozenLake-v0, FrozenLake-v0 |
| Procedural boards | True |
| Seed | 42 |
| Variant | baseline |
Columns
transcript: Full game transcript (JSON array of turn objects)per_turn_reasoning: Extracted reasoning per turn (JSON array of strings)reward: Final game reward (1.0 = win, negative = loss)num_turns: Number of turns played
Usage
from datasets import load_dataset
import json
ds = load_dataset("reasoning-degeneration-dev/t1-strategy-arena-frozenlake-baseline-together_ai-moonshotai-kimi-k2-instruct-78cc6a2e", split="train")
for row in ds:
reasoning = json.loads(row["per_turn_reasoning"])
print(f"Game {row['game_id']}: {len(reasoning)} turns, reward={row['reward']}")
for t, r in enumerate(reasoning):
if r.strip():
print(f" Turn {t}: {r[:200]}...")
Tracked in reasoning-degeneration-dev/PROJECT-MANIFEST
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