# Limit Texas Hold'em Gameplay on Limit Texas Hold'em (LHE) Source: [Limit Texas Hold'em Gameplay on Limit Texas Hold'em (LHE)]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:13:48.785Z Evaluation of agent performance in the Limit Texas Hold'em (LHE) environment, specifically reporting the LHE@5 score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Limit Texas Hold’em | | Dataset (including any stated split) | Limit Texas Hold’em (LHE) | | Metric | LHE@5 Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 26 of 26 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [LHE@5 Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | LHE@5 Score | Result date | Report paper | | --- | --- | --- | --- | | Memory w/ MEMOPILOT | 2.03 | Not recorded | 6a279e2890966ade919bf7e5 | | Memory w/ MEMOPILOT | 1.31 | Not recorded | 6a279e2890966ade919bf7e5 | | Memory w/ Gemini-3.0-Flash | 1.16 | Not recorded | 6a279e2890966ade919bf7e5 | | Human-Written Counter-Strategy | 1.08 | Not recorded | 6a279e2890966ade919bf7e5 | | Human-Written Counter-Strategy | 0.39 | Not recorded | 6a279e2890966ade919bf7e5 | | Memory w/ Qwen2.5-7B-Instruct | -0.13 | Not recorded | 6a279e2890966ade919bf7e5 | | Memory w/ Qwen2.5-14B-Instruct | -0.23 | Not recorded | 6a279e2890966ade919bf7e5 | | Memory w/ Qwen2.5-14B-Instruct | -0.29 | Not recorded | 6a279e2890966ade919bf7e5 | | ExpeL | -0.39 | Not recorded | 6a279e2890966ade919bf7e5 | | ExpeL | -0.58 | Not recorded | 6a279e2890966ade919bf7e5 | | Memory w/ DeepSeek-V3.2 | -0.6 | Not recorded | 6a279e2890966ade919bf7e5 | | Memory w/ DeepSeek-V3.2 | -0.78 | Not recorded | 6a279e2890966ade919bf7e5 | | Reflexion | -0.85 | Not recorded | 6a279e2890966ade919bf7e5 | | Memory w/ Qwen2.5-7B-Instruct | -0.85 | Not recorded | 6a279e2890966ade919bf7e5 | | ReasoningBank | -0.87 | Not recorded | 6a279e2890966ade919bf7e5 | | MemoryBank | -0.96 | Not recorded | 6a279e2890966ade919bf7e5 | | ReasoningBank | -1.14 | Not recorded | 6a279e2890966ade919bf7e5 | | AWM | -1.17 | Not recorded | 6a279e2890966ade919bf7e5 | | Full History | -1.22 | Not recorded | 6a279e2890966ade919bf7e5 | | Memory w/ Gemini-3.0-Flash | -1.26 | Not recorded | 6a279e2890966ade919bf7e5 | | Reflexion | -1.27 | Not recorded | 6a279e2890966ade919bf7e5 | | MemoryBank | -1.29 | Not recorded | 6a279e2890966ade919bf7e5 | | AWM | -1.32 | Not recorded | 6a279e2890966ade919bf7e5 | | No Memory | -1.36 | Not recorded | 6a279e2890966ade919bf7e5 | | Full History | -1.45 | Not recorded | 6a279e2890966ade919bf7e5 | | No Memory | -1.46 | Not recorded | 6a279e2890966ade919bf7e5 | ### Memory w/ MEMOPILOT LHE@5 Score: 2.03. Result ID: 6a27d8dcfbc373592c24d59d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Memory w/ MEMOPILOT LHE@5 Score: 1.31. Result ID: 6a27d8dcfbc373592c24d59e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### Memory w/ Gemini-3.0-Flash LHE@5 Score: 1.16. Result ID: 6a27d8dcfbc373592c24d59a. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### Human-Written Counter-Strategy LHE@5 Score: 1.08. Result ID: 6a27d8dcfbc373592c24d589. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Human-Written Counter-Strategy LHE@5 Score: 0.39. Result ID: 6a27d8dcfbc373592c24d58a. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### Memory w/ Qwen2.5-7B-Instruct LHE@5 Score: -0.13. Result ID: 6a27d8dcfbc373592c24d595. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Memory w/ Qwen2.5-14B-Instruct LHE@5 Score: -0.23. Result ID: 6a27d8dcfbc373592c24d59b. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Memory w/ Qwen2.5-14B-Instruct LHE@5 Score: -0.29. Result ID: 6a27d8dcfbc373592c24d59c. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### ExpeL LHE@5 Score: -0.39. Result ID: 6a27d8dcfbc373592c24d58d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### ExpeL LHE@5 Score: -0.58. Result ID: 6a27d8dcfbc373592c24d58e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### Memory w/ DeepSeek-V3.2 LHE@5 Score: -0.6. Result ID: 6a27d8dcfbc373592c24d598. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### Memory w/ DeepSeek-V3.2 LHE@5 Score: -0.78. Result ID: 6a27d8dcfbc373592c24d597. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Reflexion LHE@5 Score: -0.85. Result ID: 6a27d8dcfbc373592c24d58c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### Memory w/ Qwen2.5-7B-Instruct LHE@5 Score: -0.85. Result ID: 6a27d8dcfbc373592c24d596. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### ReasoningBank LHE@5 Score: -0.87. Result ID: 6a27d8dcfbc373592c24d594. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### MemoryBank LHE@5 Score: -0.96. Result ID: 6a27d8dcfbc373592c24d58f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### ReasoningBank LHE@5 Score: -1.14. Result ID: 6a27d8dcfbc373592c24d593. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### AWM LHE@5 Score: -1.17. Result ID: 6a27d8dcfbc373592c24d591. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Full History LHE@5 Score: -1.22. Result ID: 6a27d8dcfbc373592c24d587. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Memory w/ Gemini-3.0-Flash LHE@5 Score: -1.26. Result ID: 6a27d8dcfbc373592c24d599. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Reflexion LHE@5 Score: -1.27. Result ID: 6a27d8dcfbc373592c24d58b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### MemoryBank LHE@5 Score: -1.29. Result ID: 6a27d8dcfbc373592c24d590. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### AWM LHE@5 Score: -1.32. Result ID: 6a27d8dcfbc373592c24d592. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### No Memory LHE@5 Score: -1.36. Result ID: 6a27d8dcfbc373592c24d585. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen2.5-14B-Instruct"}. This record does not assert independent reproduction. ### Full History LHE@5 Score: -1.45. Result ID: 6a27d8dcfbc373592c24d588. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. ### No Memory LHE@5 Score: -1.46. Result ID: 6a27d8dcfbc373592c24d586. [Reporting paper]() Recorded evaluation configuration: {"Player Model":"Qwen3-235B-A22B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.