# Multi-turn Dialogue on MT-Bench (Acceptance Length τ)

Source: [Multi-turn Dialogue on MT-Bench (Acceptance Length τ)](<https://www.sota2.com/research/sota/multi-turn-dialogue-on-mt-bench-acceptance-length>)

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

Data updated: 2026-06-11T06:15:29.610Z

Evaluation of multi-turn dialogue performance on the MT-Bench dataset, focusing specifically on the Acceptance Length (τ) 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 | Multi-turn dialogue |
| Dataset (including any stated split) | MT-Bench |
| Metric | Acceptance Length (τ) |
| 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

- [Acceptance Length (τ)](<https://www.sota2.com/research/sota/multi-turn-dialogue-on-mt-bench-acceptance-length.md?metric=Acceptance%20Length%20(%CF%84)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Acceptance Length (τ) | Result date | Report paper |
| --- | --- | --- | --- |
| Llama 3.2-3B | 2.717 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Llama 3.2-3B | 2.542 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Llama 3.2-3B | 2.454 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Llama 3.2-3B | 2.351 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Llama-3-8B | 2.341 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Llama-3-8B | 2.222 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Qwen3-4B | 2.123 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Llama-3-8B | 2.105 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Qwen3-8B | 2.055 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Qwen3-4B | 2 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Qwen3-8B | 1.961 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Qwen3-4B | 1.959 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Llama-3-8B | 1.931 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Qwen3-8B | 1.901 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Qwen3-4B | 1.875 | Not recorded | 6a2a412ed33dfb23e78393bb |
| Qwen3-8B | 1.836 | Not recorded | 6a2a412ed33dfb23e78393bb |

### Llama 3.2-3B

Acceptance Length (τ): 2.717. Result ID: 6a2a527cfbc373592c269e53.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0.3","αc (chain-loss coefficient)":"40"}. This record does not assert independent reproduction.

### Llama 3.2-3B

Acceptance Length (τ): 2.542. Result ID: 6a2a527cfbc373592c269e52.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0.3","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Llama 3.2-3B

Acceptance Length (τ): 2.454. Result ID: 6a2a527cfbc373592c269e51.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Llama 3.2-3B

Acceptance Length (τ): 2.351. Result ID: 6a2a527cfbc373592c269e50.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"None","αf (first-error focal coefficient)":"0","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Llama-3-8B

Acceptance Length (τ): 2.341. Result ID: 6a2a527cfbc373592c269e57.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0.3","αc (chain-loss coefficient)":"40"}. This record does not assert independent reproduction.

### Llama-3-8B

Acceptance Length (τ): 2.222. Result ID: 6a2a527cfbc373592c269e56.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0.3","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Qwen3-4B

Acceptance Length (τ): 2.123. Result ID: 6a2a527cfbc373592c269e5b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0.3","αc (chain-loss coefficient)":"40"}. This record does not assert independent reproduction.

### Llama-3-8B

Acceptance Length (τ): 2.105. Result ID: 6a2a527cfbc373592c269e55.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Qwen3-8B

Acceptance Length (τ): 2.055. Result ID: 6a2a527cfbc373592c269e5f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0.3","αc (chain-loss coefficient)":"40"}. This record does not assert independent reproduction.

### Qwen3-4B

Acceptance Length (τ): 2. Result ID: 6a2a527cfbc373592c269e5a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0.3","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Qwen3-8B

Acceptance Length (τ): 1.961. Result ID: 6a2a527cfbc373592c269e5e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0.3","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Qwen3-4B

Acceptance Length (τ): 1.959. Result ID: 6a2a527cfbc373592c269e59.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Llama-3-8B

Acceptance Length (τ): 1.931. Result ID: 6a2a527cfbc373592c269e54.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"None","αf (first-error focal coefficient)":"0","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Qwen3-8B

Acceptance Length (τ): 1.901. Result ID: 6a2a527cfbc373592c269e5d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"10","αf (first-error focal coefficient)":"0","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Qwen3-4B

Acceptance Length (τ): 1.875. Result ID: 6a2a527cfbc373592c269e58.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"None","αf (first-error focal coefficient)":"0","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

### Qwen3-8B

Acceptance Length (τ): 1.836. Result ID: 6a2a527cfbc373592c269e5c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a412ed33dfb23e78393bb.md>)

Recorded evaluation configuration: {"γ (loss-decay constant)":"None","αf (first-error focal coefficient)":"0","αc (chain-loss coefficient)":"0"}. This record does not assert independent reproduction.

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