Conversation
* add scibench task (full ) and change medqa * run precommit --------- Co-authored-by: pbcong <congphamba2005@gmail.com>
* add csbench * run precommit --------- Co-authored-by: pbcong <congphamba2005@gmail.com>
* [fix] batch size in openai compatible endpoint (#835) * more * more * more * more * more * more * more * more * more * more * more * more * more * more * [Feature] Add WenetSpeech Dataset * add lmms-eval-0.5 doc's 1st draft * remove unneccessary parts in lmms-eval-0.5.md --------- Co-authored-by: b8zhong <b8zhong@uwaterloo.ca>
…modal Expansion**, detailing significant new features including: * A comprehensive **audio evaluation suite** (Step2 Audio Paralinguistic, VoiceBench, WenetSpeech). * A production-ready **response caching system**. * Integration of **five new models** (e.g., GPT-4o Audio Preview, Gemma-3). * Addition of **numerous new benchmarks** across vision, coding, and STEM domains. * Support for the **Model Context Protocol (MCP)** and improvements to **Async OpenAI integration**.
…ltimodal Expansion** release, updating the `README.md` and refining the `v0.5` release notes with improved structure and reproducibility validation for new benchmarks.
![chatgpt-codex-connector[bot]](https://avatars.githubusercontent.com/in/1144995?s=60&v=4){kind=small}
There was a problem hiding this comment.
💡 Codex Review
Here are some automated review suggestions for this pull request.
ℹ️ About Codex in GitHub
Your team has set up Codex to review pull requests in this repo. Reviews are triggered when you
- Open a pull request for review
- Mark a draft as ready
- Comment "@codex review".
If Codex has suggestions, it will comment; otherwise it will react with 👍.
Comment on lines
+160
to
+164
| if unit_prob != unit: | ||
| pred = cal_not(parse_not(pred)) | ||
| ans = cal_not((ans, unit)) | ||
| if len(ans) > 1: | ||
| ans = ans[0] |
There was a problem hiding this comment.
In scibench_process_results, when a scientific-notation unit is detected, the code calls cal_not and then immediately does if len(ans) > 1: ans = ans[0]. Because ans is a string after conversion, len(ans) > 1 is almost always true and the value is truncated to a single character (e.g., "1234.0" becomes "1"). This causes nearly every converted ground-truth answer to be incorrect and evaluation to fail even when predictions are accurate. The check should distinguish between tuple vs string instead of slicing the string to its first character.
Useful? React with 👍 / 👎.
…Eval v0.5 release notes, changing '†' to '+-'.
kcz358
approved these changes
Oct 6, 2025
Updated metrics and model integration details in the documentation.
Corrected the name of the model 'GPT-4o Audio' to 'GPT-4o Audio Preview' in the announcement section.
Luodian
added a commit
that referenced
this pull request
Feb 28, 2026
* add scibench task (full) and change medqa (#840) * add scibench task (full ) and change medqa * run precommit --------- Co-authored-by: pbcong <congphamba2005@gmail.com> * add csbench (#841) * add csbench * run precommit --------- Co-authored-by: pbcong <congphamba2005@gmail.com> * fix linting (#842) * [Feature] Add WenetSpeech Dataset (#837) * [fix] batch size in openai compatible endpoint (#835) * more * more * more * more * more * more * more * more * more * more * more * more * more * more * [Feature] Add WenetSpeech Dataset * add lmms-eval-0.5 doc's 1st draft * remove unneccessary parts in lmms-eval-0.5.md --------- Co-authored-by: b8zhong <b8zhong@uwaterloo.ca> * This commit documents the official release of **LMMS-Eval v0.5: Multimodal Expansion**, detailing significant new features including: * A comprehensive **audio evaluation suite** (Step2 Audio Paralinguistic, VoiceBench, WenetSpeech). * A production-ready **response caching system**. * Integration of **five new models** (e.g., GPT-4o Audio Preview, Gemma-3). * Addition of **numerous new benchmarks** across vision, coding, and STEM domains. * Support for the **Model Context Protocol (MCP)** and improvements to **Async OpenAI integration**. * This commit formally announces and documents the **LMMS-Eval v0.5: Multimodal Expansion** release, updating the `README.md` and refining the `v0.5` release notes with improved structure and reproducibility validation for new benchmarks. * Updates the status legend for reproducibility validation in the LMMS-Eval v0.5 release notes, changing '†' to '+-'. * Revise metrics and model integration in lmms-eval doc Updated metrics and model integration details in the documentation. * Fix model name in LMMs-Eval v0.5 announcement Corrected the name of the model 'GPT-4o Audio' to 'GPT-4o Audio Preview' in the announcement section. --------- Co-authored-by: Do Duc Anh (Erwin) <104162175+KelvinDo183@users.noreply.github.com> Co-authored-by: pbcong <congphamba2005@gmail.com> Co-authored-by: Cong <101887866+pbcong@users.noreply.github.com> Co-authored-by: JAM_Yichen <110095482+YichenG170@users.noreply.github.com> Co-authored-by: b8zhong <b8zhong@uwaterloo.ca>
stisiTT
pushed a commit
to bgoelTT/lmms-eval
that referenced
this pull request
Mar 6, 2026
* add scibench task (full) and change medqa (EvolvingLMMs-Lab#840) * add scibench task (full ) and change medqa * run precommit --------- Co-authored-by: pbcong <congphamba2005@gmail.com> * add csbench (EvolvingLMMs-Lab#841) * add csbench * run precommit --------- Co-authored-by: pbcong <congphamba2005@gmail.com> * fix linting (EvolvingLMMs-Lab#842) * [Feature] Add WenetSpeech Dataset (EvolvingLMMs-Lab#837) * [fix] batch size in openai compatible endpoint (EvolvingLMMs-Lab#835) * more * more * more * more * more * more * more * more * more * more * more * more * more * more * [Feature] Add WenetSpeech Dataset * add lmms-eval-0.5 doc's 1st draft * remove unneccessary parts in lmms-eval-0.5.md --------- Co-authored-by: b8zhong <b8zhong@uwaterloo.ca> * This commit documents the official release of **LMMS-Eval v0.5: Multimodal Expansion**, detailing significant new features including: * A comprehensive **audio evaluation suite** (Step2 Audio Paralinguistic, VoiceBench, WenetSpeech). * A production-ready **response caching system**. * Integration of **five new models** (e.g., GPT-4o Audio Preview, Gemma-3). * Addition of **numerous new benchmarks** across vision, coding, and STEM domains. * Support for the **Model Context Protocol (MCP)** and improvements to **Async OpenAI integration**. * This commit formally announces and documents the **LMMS-Eval v0.5: Multimodal Expansion** release, updating the `README.md` and refining the `v0.5` release notes with improved structure and reproducibility validation for new benchmarks. * Updates the status legend for reproducibility validation in the LMMS-Eval v0.5 release notes, changing '†' to '+-'. * Revise metrics and model integration in lmms-eval doc Updated metrics and model integration details in the documentation. * Fix model name in LMMs-Eval v0.5 announcement Corrected the name of the model 'GPT-4o Audio' to 'GPT-4o Audio Preview' in the announcement section. --------- Co-authored-by: Do Duc Anh (Erwin) <104162175+KelvinDo183@users.noreply.github.com> Co-authored-by: pbcong <congphamba2005@gmail.com> Co-authored-by: Cong <101887866+pbcong@users.noreply.github.com> Co-authored-by: JAM_Yichen <110095482+YichenG170@users.noreply.github.com> Co-authored-by: b8zhong <b8zhong@uwaterloo.ca>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
5 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Before you open a pull-request, please check if a similar issue already exists or has been closed before.
When you open a pull-request, please be sure to include the following
If you meet the lint warnings, you can use following scripts to reformat code.
Thank you for your contributions!