# Self-Affirmation Success Rate on MT-Bench-101

Source: [Self-Affirmation Success Rate on MT-Bench-101](<https://www.sota2.com/research/sota/self-affirmation-success-rate-on-mt-bench-101>)

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

Data updated: 2026-02-26T06:05:10.607Z

Evaluation of model performance on the MT-Bench-101 dataset specifically measuring the success rate of self-affirmation responses.

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 | self-affirmation |
| Dataset (including any stated split) | MT-Bench-101 |
| Metric | Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 25 of 25 |
| 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

- [Success Rate](<https://www.sota2.com/research/sota/self-affirmation-success-rate-on-mt-bench-101.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| EMBER (Single) | 0.58 | Not recorded | 69535c8c53fdd5c36173d9ee |
| EMBER (Single) | 0.516 | Not recorded | 69535c8c53fdd5c36173d9ee |
| EMBER (Multi) | 0.516 | Not recorded | 69535c8c53fdd5c36173d9ee |
| EMBER (Single) | 0.461 | Not recorded | 69535c8c53fdd5c36173d9ee |
| EMBER (Multi) | 0.438 | Not recorded | 69535c8c53fdd5c36173d9ee |
| EMBER (Multi) | 0.42 | Not recorded | 69535c8c53fdd5c36173d9ee |
| EMBER (Multi) | 0.356 | Not recorded | 69535c8c53fdd5c36173d9ee |
| EMBER (Single) | 0.352 | Not recorded | 69535c8c53fdd5c36173d9ee |
| SFT | 0.233 | Not recorded | 69535c8c53fdd5c36173d9ee |
| Prior Knowledge (Bench) | 0.206 | Not recorded | 69535c8c53fdd5c36173d9ee |
| EMBER (Multi) | 0.206 | Not recorded | 69535c8c53fdd5c36173d9ee |
| EMBER (Single) | 0.183 | Not recorded | 69535c8c53fdd5c36173d9ee |
| SFT | 0.142 | Not recorded | 69535c8c53fdd5c36173d9ee |
| SFT | 0.069 | Not recorded | 69535c8c53fdd5c36173d9ee |
| SFT | 0.065 | Not recorded | 69535c8c53fdd5c36173d9ee |
| Prior Knowledge (Prompt) | 0.027 | Not recorded | 69535c8c53fdd5c36173d9ee |
| Prior Knowledge (Prompt) | 0.027 | Not recorded | 69535c8c53fdd5c36173d9ee |
| Prior Knowledge (Bench) | 0.014 | Not recorded | 69535c8c53fdd5c36173d9ee |
| Prior Knowledge (Prompt) | 0.014 | Not recorded | 69535c8c53fdd5c36173d9ee |
| Prior Knowledge (Prompt) | 0.014 | Not recorded | 69535c8c53fdd5c36173d9ee |
| Prior Knowledge (Prompt) | 0.014 | Not recorded | 69535c8c53fdd5c36173d9ee |
| SFT | 0.009 | Not recorded | 69535c8c53fdd5c36173d9ee |
| Prior Knowledge (Bench) | 0 | Not recorded | 69535c8c53fdd5c36173d9ee |
| Prior Knowledge (Bench) | 0 | Not recorded | 69535c8c53fdd5c36173d9ee |
| Prior Knowledge (Bench) | 0 | Not recorded | 69535c8c53fdd5c36173d9ee |

### EMBER (Single)

Success Rate: 0.58. Result ID: 6996abc55698665ec4f5cff2.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Mistral 0.3-7B"}. This record does not assert independent reproduction.

### EMBER (Single)

Success Rate: 0.516. Result ID: 6996abc55698665ec4f5cff4.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-8B"}. This record does not assert independent reproduction.

### EMBER (Multi)

Success Rate: 0.516. Result ID: 6996abc55698665ec4f5cff8.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Llama 3.1-8B"}. This record does not assert independent reproduction.

### EMBER (Single)

Success Rate: 0.461. Result ID: 6996abc55698665ec4f5cff3.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Llama 3.1-8B"}. This record does not assert independent reproduction.

### EMBER (Multi)

Success Rate: 0.438. Result ID: 6996abc55698665ec4f5cffa.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-14B"}. This record does not assert independent reproduction.

### EMBER (Multi)

Success Rate: 0.42. Result ID: 6996abc55698665ec4f5cff9.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-8B"}. This record does not assert independent reproduction.

### EMBER (Multi)

Success Rate: 0.356. Result ID: 6996abc55698665ec4f5cff7.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Mistral 0.3-7B"}. This record does not assert independent reproduction.

### EMBER (Single)

Success Rate: 0.352. Result ID: 6996abc55698665ec4f5cff5.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-14B"}. This record does not assert independent reproduction.

### SFT

Success Rate: 0.233. Result ID: 6996abc55698665ec4f5cfed.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d31e209131cea6f580.md>)

Recorded evaluation configuration: {"Target Model":"Mistral 0.3-7B"}. This record does not assert independent reproduction.

### Prior Knowledge (Bench)

Success Rate: 0.206. Result ID: 6996abc55698665ec4f5cfe3.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75881e209131cea6866d.md>)

Recorded evaluation configuration: {"Target Model":"Mistral 0.3-7B"}. This record does not assert independent reproduction.

### EMBER (Multi)

Success Rate: 0.206. Result ID: 6996abc55698665ec4f5cffb.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-32B"}. This record does not assert independent reproduction.

### EMBER (Single)

Success Rate: 0.183. Result ID: 6996abc55698665ec4f5cff6.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-32B"}. This record does not assert independent reproduction.

### SFT

Success Rate: 0.142. Result ID: 6996abc55698665ec4f5cff0.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d31e209131cea6f580.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-14B"}. This record does not assert independent reproduction.

### SFT

Success Rate: 0.069. Result ID: 6996abc55698665ec4f5cff1.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d31e209131cea6f580.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-32B"}. This record does not assert independent reproduction.

### SFT

Success Rate: 0.065. Result ID: 6996abc55698665ec4f5cfef.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d31e209131cea6f580.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-8B"}. This record does not assert independent reproduction.

### Prior Knowledge (Prompt)

Success Rate: 0.027. Result ID: 6996abc55698665ec4f5cfe8.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Mistral 0.3-7B"}. This record does not assert independent reproduction.

### Prior Knowledge (Prompt)

Success Rate: 0.027. Result ID: 6996abc55698665ec4f5cfea.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-8B"}. This record does not assert independent reproduction.

### Prior Knowledge (Bench)

Success Rate: 0.014. Result ID: 6996abc55698665ec4f5cfe7.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75881e209131cea6866d.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-32B"}. This record does not assert independent reproduction.

### Prior Knowledge (Prompt)

Success Rate: 0.014. Result ID: 6996abc55698665ec4f5cfe9.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Llama 3.1-8B"}. This record does not assert independent reproduction.

### Prior Knowledge (Prompt)

Success Rate: 0.014. Result ID: 6996abc55698665ec4f5cfeb.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-14B"}. This record does not assert independent reproduction.

### Prior Knowledge (Prompt)

Success Rate: 0.014. Result ID: 6996abc55698665ec4f5cfec.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-32B"}. This record does not assert independent reproduction.

### SFT

Success Rate: 0.009. Result ID: 6996abc55698665ec4f5cfee.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d31e209131cea6f580.md>)

Recorded evaluation configuration: {"Target Model":"Llama 3.1-8B"}. This record does not assert independent reproduction.

### Prior Knowledge (Bench)

Success Rate: 0. Result ID: 6996abc55698665ec4f5cfe4.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75881e209131cea6866d.md>)

Recorded evaluation configuration: {"Target Model":"Llama 3.1-8B"}. This record does not assert independent reproduction.

### Prior Knowledge (Bench)

Success Rate: 0. Result ID: 6996abc55698665ec4f5cfe5.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75881e209131cea6866d.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-8B"}. This record does not assert independent reproduction.

### Prior Knowledge (Bench)

Success Rate: 0. Result ID: 6996abc55698665ec4f5cfe6.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75881e209131cea6866d.md>)

Recorded evaluation configuration: {"Target Model":"Qwen 3-14B"}. This record does not assert independent reproduction.

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