# Unified Multi-task Language Understanding and Instruction Following on Open LLM Leaderboard

Source: [Unified Multi-task Language Understanding and Instruction Following on Open LLM Leaderboard](<https://www.sota2.com/research/sota/unified-multi-task-language-understanding-and-instruction-following-on-open-llm-leaderboard>)

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

Data updated: 2026-02-26T05:50:02.463Z

Comprehensive evaluation suite for large language models on the Open LLM Leaderboard, specifically targeting unified multi-task understanding, advanced reasoning (MATH, BBH), expert knowledge (GPQA), and instruction following capabilities (IFE).

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 | Unified Multi-task Language Understanding and Instruction Following |
| Dataset (including any stated split) | Open LLM Leaderboard |
| Metric | MMLU-P (Accuracy) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 0 of 0 |
| 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

- [MMLU-P (Accuracy)](<https://www.sota2.com/research/sota/unified-multi-task-language-understanding-and-instruction-following-on-open-llm-leaderboard.md?metric=MMLU-P%20(Accuracy)>): Higher is better; unit: PERCENT.

- [GPQA (Accuracy)](<https://www.sota2.com/research/sota/unified-multi-task-language-understanding-and-instruction-following-on-open-llm-leaderboard.md?metric=GPQA%20(Accuracy)>): Higher is better; unit: PERCENT.

- [BBH (Accuracy)](<https://www.sota2.com/research/sota/unified-multi-task-language-understanding-and-instruction-following-on-open-llm-leaderboard.md?metric=BBH%20(Accuracy)>): Higher is better; unit: PERCENT.

- [MATH (Exact Match)](<https://www.sota2.com/research/sota/unified-multi-task-language-understanding-and-instruction-following-on-open-llm-leaderboard.md?metric=MATH%20(Exact%20Match)>): Higher is better; unit: PERCENT.

- [MuSR (Accuracy)](<https://www.sota2.com/research/sota/unified-multi-task-language-understanding-and-instruction-following-on-open-llm-leaderboard.md?metric=MuSR%20(Accuracy)>): Higher is better; unit: PERCENT.

- [IFE-I (Strict Accuracy)](<https://www.sota2.com/research/sota/unified-multi-task-language-understanding-and-instruction-following-on-open-llm-leaderboard.md?metric=IFE-I%20(Strict%20Accuracy)>): Higher is better; unit: PERCENT.

- [IFE-P (Strict Accuracy)](<https://www.sota2.com/research/sota/unified-multi-task-language-understanding-and-instruction-following-on-open-llm-leaderboard.md?metric=IFE-P%20(Strict%20Accuracy)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MMLU-P (Accuracy) | Result date | Report paper |
| --- | --- | --- | --- |

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