# One-step next-observation prediction on AgentGym Unweighted Average (test) Source: [One-step next-observation prediction on AgentGym Unweighted Average (test)]() Collection index: [llms.txt]() Data updated: 2026-06-01T08:26:47.894Z Evaluation of One-step next-observation prediction performance on the AgentGym Unweighted Average (test) split, measured using Token F1 and BLEU-4. 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 | One-step next-observation prediction | | Dataset (including any stated split) | AgentGym Unweighted Average (test) | | Metric | Token F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Token F1](): Higher is better; unit: PERCENT. - [BLEU-4](): Higher is better; unit: PERCENT. ## Recorded results | Method | Token F1 | Result date | Report paper | | --- | --- | --- | --- | | Word2World | 85 | Not recorded | 6a1d11dedbd7150506f83dbe | | PatchWorld-Residual | 70 | Not recorded | 6a1d11dedbd7150506f83dbe | | PatchWorld-Residual | 70 | Not recorded | 6a1d11dedbd7150506f83dbe | | PatchWorld-Residual | 69 | Not recorded | 6a1d11dedbd7150506f83dbe | | LLM-Direct | 66 | Not recorded | 6a1d11dedbd7150506f83dbe | | PoE-World | 65 | Not recorded | 6a1d11dedbd7150506f83dbe | | LLM-Direct | 64 | Not recorded | 6a1d11dedbd7150506f83dbe | | LLM-Direct | 63 | Not recorded | 6a1d11dedbd7150506f83dbe | | WorldCoder | 63 | Not recorded | 6a1d11dedbd7150506f83dbe | | WorldCoder | 63 | Not recorded | 6a1d11dedbd7150506f83dbe | | PoE-World | 63 | Not recorded | 6a1d11dedbd7150506f83dbe | | PatchWorld-Simple | 60 | Not recorded | 6a1d11dedbd7150506f83dbe | | PatchWorld-Simple | 60 | Not recorded | 6a1d11dedbd7150506f83dbe | | WorldCoder | 57 | Not recorded | 6a1d11dedbd7150506f83dbe | | PatchWorld-Simple | 57 | Not recorded | 6a1d11dedbd7150506f83dbe | | PoE-World | 51 | Not recorded | 6a1d11dedbd7150506f83dbe | ### Word2World Token F1: 85. Result ID: 6a1d4236fbc373592c166ac7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3.5-4B","LLM Usage":"SFT","Infer. LLM?":"Yes"}. This record does not assert independent reproduction. ### PatchWorld-Residual Token F1: 70. Result ID: 6a1d4236fbc373592c166ad5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mimo-v2.5","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### PatchWorld-Residual Token F1: 70. Result ID: 6a1d4236fbc373592c166ad6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V4-Flash","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### PatchWorld-Residual Token F1: 69. Result ID: 6a1d4236fbc373592c166ad4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### LLM-Direct Token F1: 66. Result ID: 6a1d4236fbc373592c166aca. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V4-Flash","LLM Usage":"ICL","Infer. LLM?":"Yes"}. This record does not assert independent reproduction. ### PoE-World Token F1: 65. Result ID: 6a1d4236fbc373592c166acf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mimo-v2.5","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### LLM-Direct Token F1: 64. Result ID: 6a1d4236fbc373592c166ac8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B","LLM Usage":"ICL","Infer. LLM?":"Yes"}. This record does not assert independent reproduction. ### LLM-Direct Token F1: 63. Result ID: 6a1d4236fbc373592c166ac9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Mimo-v2.5","LLM Usage":"ICL","Infer. LLM?":"Yes"}. This record does not assert independent reproduction. ### WorldCoder Token F1: 63. Result ID: 6a1d4236fbc373592c166acb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### WorldCoder Token F1: 63. Result ID: 6a1d4236fbc373592c166acc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mimo-v2.5","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### PoE-World Token F1: 63. Result ID: 6a1d4236fbc373592c166ace. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### PatchWorld-Simple Token F1: 60. Result ID: 6a1d4236fbc373592c166ad2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mimo-v2.5","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### PatchWorld-Simple Token F1: 60. Result ID: 6a1d4236fbc373592c166ad3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V4-Flash","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### WorldCoder Token F1: 57. Result ID: 6a1d4236fbc373592c166acd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V4-Flash","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### PatchWorld-Simple Token F1: 57. Result ID: 6a1d4236fbc373592c166ad1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-Coder-480B","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. ### PoE-World Token F1: 51. Result ID: 6a1d4236fbc373592c166ad0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V4-Flash","LLM Usage":"CodeGen","Infer. LLM?":"No"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.