pokerbench
PokerBench
PokerBench Overview
This dataset contains natural language game scenarios and optimal decisions computed by solvers in No Limit Texas Hold’em. It is divided into pre-flop and post-flop datasets, each with training and test splits. The data is stored in both .json and .csv formats:
JSON files: Contain the natural language prompts (instruction) and optimal decisions (output) derived from the game scenarios.
CSV files: Contain structured game information from which the JSON files… See the full description on the dataset page: https://huggingface.co/datasets/RZ412/PokerBench.PokerBench
PokerBench Overview
This dataset contains natural language game scenarios and optimal decisions computed by solvers in No Limit Texas Hold’em. It is divided into pre-flop and post-flop datasets, each with training and test splits. The data is stored in both .json and .csv formats:
JSON files: Contain the natural language prompts (instruction) and optimal decisions (output) derived from the game scenarios.
CSV files: Contain structured game information from which the JSON files… See the full description on the dataset page: https://huggingface.co/datasets/WhiteWatson/PokerBench.pokerbench-rl-dpo
PokerBench RL — Counterfactual DPO Preference Data
DPO preference pairs and raw self-play logs for training a Texas Hold'em LLM
to exploit non-GTO opponents, addressing the PokerBench paper's Future Work observation that pure SFT models lose to GPT-4-style "donking" strategies.
This dataset feeds the ianlee1996/pokerbench-qwen3-14b-lora-dpo checkpoint training.
How it was built
Self-play (5000 hands): ianlee1996/pokerbench-qwen3-14b-lora-mixed (Qwen3-14B + LoRA… See the full description on the dataset page: https://huggingface.co/datasets/ianlee1996/pokerbench-rl-dpo.pokerbench-8max-reasoning-traces
PokerBench 8-max — teacher-distilled reasoning traces
Reasoning traces for 8-max No-Limit Hold'em decisions, distilled from Claude
Sonnet 5 on Bedrock in the STaR style, for training small models to reason
about poker prices rather than pattern-match to an action.
Method
The teacher is not told the answer. It reasons freely from the same prompt
production sends, and a trace is kept only if its conclusion matches the target
label. Telling the teacher the target… See the full description on the dataset page: https://huggingface.co/datasets/ianlee1996/pokerbench-8max-reasoning-traces.PokerBenchExpanded