# Persona Discrimination on Llama Cross-generator 3.3-70B

Source: [Persona Discrimination on Llama Cross-generator 3.3-70B](<https://www.sota2.com/research/sota/persona-discrimination-on-llama-cross-generator-3-3-70b>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-05-27T09:41:42.612Z

Evaluation of Persona Discrimination performance on the Llama Cross-generator 3.3-70B model, measured using Persona-separability (Δ).

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) | Llama Cross-generator 3.3-70B |
| 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)](<https://www.sota2.com/research/sota/persona-discrimination-on-llama-cross-generator-3-3-70b.md?metric=Persona%20Separability%20(%CE%94)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Persona Separability (Δ) | Result date | Report paper |
| --- | --- | --- | --- |
| TADDLE | 0.427 | Not recorded | 6a167ac4dbd7150506f8016f |
| Qwen3.5-Plus | 0.415 | Not recorded | 6a167ac4dbd7150506f8016f |
| Qwen3-30B | 0.364 | Not recorded | 6a167ac4dbd7150506f8016f |
| Longformer-base-4096 | 0.344 | Not recorded | 6a167ac4dbd7150506f8016f |
| DeepSeek-V3.2 | 0.229 | Not recorded | 6a167ac4dbd7150506f8016f |
| BERT-base-uncased | 0.209 | Not recorded | 6a167ac4dbd7150506f8016f |
| GLM-4.7 | 0.209 | Not recorded | 6a167ac4dbd7150506f8016f |
| ReviewGuard (Qwen3-8B) | 0.071 | Not recorded | 6a167ac4dbd7150506f8016f |
| RottenReviews (XGBoost) | 0.06 | Not recorded | 6a167ac4dbd7150506f8016f |
| ReviewGuard (Llama-3.1-8B) | 0.059 | Not recorded | 6a167ac4dbd7150506f8016f |
| RottenReviews (Random Forest) | 0.049 | Not recorded | 6a167ac4dbd7150506f8016f |
| RottenReviews (Qwen3-8B 0-shot) | 0.044 | Not recorded | 6a167ac4dbd7150506f8016f |
| RottenReviews (LR) | 0.03 | Not recorded | 6a167ac4dbd7150506f8016f |
| BigBird-RoBERTa-base | 0.024 | Not recorded | 6a167ac4dbd7150506f8016f |
| RottenReviews (Llama-3-8B FT) | 0.006 | Not recorded | 6a167ac4dbd7150506f8016f |
| RottenReviews (MLP) | 0 | Not recorded | 6a167ac4dbd7150506f8016f |

### TADDLE

Persona Separability (Δ): 0.427. Result ID: 6a16bc43fbc373592c104aaf.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

Recorded evaluation configuration: {"Family":"Ours"}. This record does not assert independent reproduction.

### Qwen3.5-Plus

Persona Separability (Δ): 0.415. Result ID: 6a16bc43fbc373592c104aa6.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

Recorded evaluation configuration: {"Family":"Few-shot LLM"}. This record does not assert independent reproduction.

### Qwen3-30B

Persona Separability (Δ): 0.364. Result ID: 6a16bc43fbc373592c104aa5.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Family":"Few-shot LLM"}. This record does not assert independent reproduction.

### Longformer-base-4096

Persona Separability (Δ): 0.344. Result ID: 6a16bc43fbc373592c104aa2.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d41e209131cea1e701.md>)

[Implementation](<https://github.com/allenai/longformer>)

Recorded evaluation configuration: {"Family":"PLM"}. This record does not assert independent reproduction.

### DeepSeek-V3.2

Persona Separability (Δ): 0.229. Result ID: 6a16bc43fbc373592c104aa3.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692fc410d6b0dd33429332f4.md>)

Recorded evaluation configuration: {"Family":"Few-shot LLM"}. This record does not assert independent reproduction.

### BERT-base-uncased

Persona Separability (Δ): 0.209. Result ID: 6a16bc43fbc373592c104aa0.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Family":"PLM"}. This record does not assert independent reproduction.

### GLM-4.7

Persona Separability (Δ): 0.209. Result ID: 6a16bc43fbc373592c104aa4.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a891e209131cea83c41.md>)

Recorded evaluation configuration: {"Family":"Few-shot LLM"}. This record does not assert independent reproduction.

### ReviewGuard (Qwen3-8B)

Persona Separability (Δ): 0.071. Result ID: 6a16bc43fbc373592c104aa8.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c541e209131cea8d982.md>)

Recorded evaluation configuration: {"Family":"Review-quality detector","Backbone":"Qwen3-8B"}. This record does not assert independent reproduction.

### RottenReviews (XGBoost)

Persona Separability (Δ): 0.06. Result ID: 6a16bc43fbc373592c104aac.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

Recorded evaluation configuration: {"Family":"Review-quality detector","Classifier":"XGBoost"}. This record does not assert independent reproduction.

### ReviewGuard (Llama-3.1-8B)

Persona Separability (Δ): 0.059. Result ID: 6a16bc43fbc373592c104aa7.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c541e209131cea8d982.md>)

Recorded evaluation configuration: {"Family":"Review-quality detector","Backbone":"Llama-3.1-8B"}. This record does not assert independent reproduction.

### RottenReviews (Random Forest)

Persona Separability (Δ): 0.049. Result ID: 6a16bc43fbc373592c104aaa.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

Recorded evaluation configuration: {"Family":"Review-quality detector","Classifier":"Random Forest"}. This record does not assert independent reproduction.

### RottenReviews (Qwen3-8B 0-shot)

Persona Separability (Δ): 0.044. Result ID: 6a16bc43fbc373592c104aad.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

Recorded evaluation configuration: {"Family":"Review-quality detector","Backbone":"Qwen3-8B","Setting":"0-shot"}. This record does not assert independent reproduction.

### RottenReviews (LR)

Persona Separability (Δ): 0.03. Result ID: 6a16bc43fbc373592c104aa9.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

Recorded evaluation configuration: {"Family":"Review-quality detector","Classifier":"LR"}. This record does not assert independent reproduction.

### BigBird-RoBERTa-base

Persona Separability (Δ): 0.024. Result ID: 6a16bc43fbc373592c104aa1.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa690b1e209131cea1faf6.md>)

[Implementation](<http://goo.gle/bigbird-transformer>)

Recorded evaluation configuration: {"Family":"PLM"}. This record does not assert independent reproduction.

### RottenReviews (Llama-3-8B FT)

Persona Separability (Δ): 0.006. Result ID: 6a16bc43fbc373592c104aae.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

Recorded evaluation configuration: {"Family":"Review-quality detector","Backbone":"Llama-3-8B","Setting":"Fine-tuned"}. This record does not assert independent reproduction.

### RottenReviews (MLP)

Persona Separability (Δ): 0. Result ID: 6a16bc43fbc373592c104aab.

[Reporting paper](<https://www.sota2.com/research/paper/6a167ac4dbd7150506f8016f.md>)

Recorded evaluation configuration: {"Family":"Review-quality detector","Classifier":"MLP"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
