# Explanation Generation on MHC avg prompt instance

Source: [Explanation Generation on MHC avg prompt instance](<https://www.sota2.com/research/sota/explanation-generation-on-mhc-avg-prompt-instance>)

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

Data updated: 2026-02-26T06:06:28.048Z

Evaluation of model performance on generating explanations using the MHC average prompt instance set, focusing on inference time.

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 | Explanation Generation |
| Dataset (including any stated split) | MHC avg prompt instance |
| Metric | Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [Time (s)](<https://www.sota2.com/research/sota/explanation-generation-on-mhc-avg-prompt-instance.md?metric=Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| JoPA | 14.473 | Not recorded | 68fa7b651e209131cea882f8 |
| Captum | 1806.551 | Not recorded | 68fa7b651e209131cea882f8 |

### JoPA

Time (s): 14.473. Result ID: 698b852e7a967eddb76f42f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b651e209131cea882f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b651e209131cea882f8.md>)

[Implementation](<https://github.com/yuruic/JoPA>)

Recorded evaluation configuration: {"Backbone":"LLaMA-2 (7B-Chat)","k":3}. This record does not assert independent reproduction.

### Captum

Time (s): 1806.551. Result ID: 698b852e7a967eddb76f42f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b651e209131cea882f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71611e209131cea51003.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA-2 (7B-Chat)","k":3}. This record does not assert independent reproduction.

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