Nondegeneracy/LLM-Susceptibility-theory
LLM Information Susceptibility -- Experimental Data Experimental data for the paper "A Theory of LLM Information Susceptibility" by Zhuo-Yang Song. Dataset Structure . ├── results/ # Domain experiment results (25 files) │ ├── dfs_baseline.json # Tetris DFS baseline (6 beam widths × 3 rewards × 40 seeds) │ ├── llm_qwen-{7b,14b,32b,72b,3-max}_aggressive.json # Tetris LLM (5 models) │ ├──… See the full description on the dataset page: https://huggingface.co/datasets/Nondegeneracy/LLM-Susceptibility-theory.
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LLM Information Susceptibility -- Experimental Data
Experimental data for the paper "A Theory of LLM Information Susceptibility" by Zhuo-Yang Song.
Dataset Structure
.
├── results/ # Domain experiment results (25 files)
│ ├── dfs_baseline.json # Tetris DFS baseline (6 beam widths × 3 rewards × 40 seeds)
│ ├── llm_qwen-{7b,14b,32b,72b,3-max}_aggressive.json # Tetris LLM (5 models)
│ ├── llm_qwen-32b_conservative.json # Tetris reward variant
│ ├── llm_qwen-32b_default.json # Tetris reward variant
│ ├── tetris_prompt_{minimal,cot,expert}.json # Tetris prompt variants (3 files)
│ ├── knapsack_v2_dfs_baseline.json # Knapsack baseline
│ ├── knapsack_v2_llm_qwen-{7b,14b,32b,72b,3-max}_standard.json # Knapsack LLM (5 models)
│ ├── ranking_dfs_baseline.json # Ranking baseline
│ └── ranking_llm_qwen-{7b,14b,32b,72b,3-max}_standard.json # Ranking LLM (5 models)
│
├── scaling_results/ # AIME scaling results (2 files)
│ ├── phase3_results.json # var+var (generator = selector)
│ └── phase3_lechatelier.json # var+const (all generator × selector combinations)
│
└── aime_problems_cache.json # AIME 2024+2025 problem texts (60 problems)Data Schemas
Tetris (dfs_baseline.json, llm_*.json)
Knapsack (knapsack_v2_*.json)
Ranking (ranking_*.json)
AIME var+var (phase3_results.json)
AIME var+const (phase3_lechatelier.json)
Same as above, plus generator, selector, config fields.
Figure → Data Mapping
Models
Citation
@article{song2025susceptibility,
title={A Theory of LLM Information Susceptibility},
author={Song, Zhuo-Yang},
year={2025}
}