# Persona Discrimination on NeurIPS Cross-conference Source: [Persona Discrimination on NeurIPS Cross-conference]() Collection index: [llms.txt]() Data updated: 2026-05-27T09:41:42.583Z Evaluation of model performance on the NeurIPS Cross-conference dataset specifically measuring Persona Discrimination capability using the Persona-separability metric. 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 | Persona Discrimination | | Dataset (including any stated split) | NeurIPS Cross-conference | | Metric | Persona Separability (Δ) | | Unit | SCALAR | | 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 - [Persona Separability (Δ)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Persona Separability (Δ) | Result date | Report paper | | --- | --- | --- | --- | | TADDLE | 0.418 | Not recorded | 6a167ac4dbd7150506f8016f | | Qwen3-30B | 0.393 | Not recorded | 6a167ac4dbd7150506f8016f | | Qwen3.5-Plus | 0.387 | Not recorded | 6a167ac4dbd7150506f8016f | | RottenReviews (Llama-3-8B FT) | 0.367 | Not recorded | 6a167ac4dbd7150506f8016f | | GLM-4.7 | 0.366 | Not recorded | 6a167ac4dbd7150506f8016f | | ReviewGuard (Llama-3.1-8B) | 0.31 | Not recorded | 6a167ac4dbd7150506f8016f | | ReviewGuard (Qwen3-8B) | 0.283 | Not recorded | 6a167ac4dbd7150506f8016f | | Longformer-base-4096 | 0.277 | Not recorded | 6a167ac4dbd7150506f8016f | | BigBird-RoBERTa-base | 0.242 | Not recorded | 6a167ac4dbd7150506f8016f | | DeepSeek-V3.2 | 0.235 | Not recorded | 6a167ac4dbd7150506f8016f | | RottenReviews (XGBoost) | 0.216 | Not recorded | 6a167ac4dbd7150506f8016f | | RottenReviews (Random Forest) | 0.206 | Not recorded | 6a167ac4dbd7150506f8016f | | BERT-base-uncased | 0.201 | Not recorded | 6a167ac4dbd7150506f8016f | | RottenReviews (LR) | 0.057 | Not recorded | 6a167ac4dbd7150506f8016f | | RottenReviews (MLP) | 0.003 | Not recorded | 6a167ac4dbd7150506f8016f | | RottenReviews (Qwen3-8B 0-shot) | 0 | Not recorded | 6a167ac4dbd7150506f8016f | ### TADDLE Persona Separability (Δ): 0.418. Result ID: 6a16bc43fbc373592c104a9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Ours"}. This record does not assert independent reproduction. ### Qwen3-30B Persona Separability (Δ): 0.393. Result ID: 6a16bc43fbc373592c104a95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Few-shot LLM"}. This record does not assert independent reproduction. ### Qwen3.5-Plus Persona Separability (Δ): 0.387. Result ID: 6a16bc43fbc373592c104a96. [Reporting paper]() Recorded evaluation configuration: {"Family":"Few-shot LLM"}. This record does not assert independent reproduction. ### RottenReviews (Llama-3-8B FT) Persona Separability (Δ): 0.367. Result ID: 6a16bc43fbc373592c104a9e. [Reporting paper]() Recorded evaluation configuration: {"Family":"Review-quality detector","Backbone":"Llama-3-8B","Setting":"Fine-tuned"}. This record does not assert independent reproduction. ### GLM-4.7 Persona Separability (Δ): 0.366. Result ID: 6a16bc43fbc373592c104a94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Few-shot LLM"}. This record does not assert independent reproduction. ### ReviewGuard (Llama-3.1-8B) Persona Separability (Δ): 0.31. Result ID: 6a16bc43fbc373592c104a97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Review-quality detector","Backbone":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### ReviewGuard (Qwen3-8B) Persona Separability (Δ): 0.283. Result ID: 6a16bc43fbc373592c104a98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Review-quality detector","Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### Longformer-base-4096 Persona Separability (Δ): 0.277. Result ID: 6a16bc43fbc373592c104a92. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"PLM"}. This record does not assert independent reproduction. ### BigBird-RoBERTa-base Persona Separability (Δ): 0.242. Result ID: 6a16bc43fbc373592c104a91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"PLM"}. This record does not assert independent reproduction. ### DeepSeek-V3.2 Persona Separability (Δ): 0.235. Result ID: 6a16bc43fbc373592c104a93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Family":"Few-shot LLM"}. This record does not assert independent reproduction. ### RottenReviews (XGBoost) Persona Separability (Δ): 0.216. Result ID: 6a16bc43fbc373592c104a9c. [Reporting paper]() Recorded evaluation configuration: {"Family":"Review-quality detector","Classifier":"XGBoost"}. This record does not assert independent reproduction. ### RottenReviews (Random Forest) Persona Separability (Δ): 0.206. Result ID: 6a16bc43fbc373592c104a9a. [Reporting paper]() Recorded evaluation configuration: {"Family":"Review-quality detector","Classifier":"Random Forest"}. This record does not assert independent reproduction. ### BERT-base-uncased Persona Separability (Δ): 0.201. Result ID: 6a16bc43fbc373592c104a90. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Family":"PLM"}. This record does not assert independent reproduction. ### RottenReviews (LR) Persona Separability (Δ): 0.057. Result ID: 6a16bc43fbc373592c104a99. [Reporting paper]() Recorded evaluation configuration: {"Family":"Review-quality detector","Classifier":"LR"}. This record does not assert independent reproduction. ### RottenReviews (MLP) Persona Separability (Δ): 0.003. Result ID: 6a16bc43fbc373592c104a9b. [Reporting paper]() Recorded evaluation configuration: {"Family":"Review-quality detector","Classifier":"MLP"}. This record does not assert independent reproduction. ### RottenReviews (Qwen3-8B 0-shot) Persona Separability (Δ): 0. Result ID: 6a16bc43fbc373592c104a9d. [Reporting paper]() Recorded evaluation configuration: {"Family":"Review-quality detector","Backbone":"Qwen3-8B","Setting":"0-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.