---
pretty_name: mfs_tooling_v8
configs:
  - config_name: mfs_tooling_v8__23-1004
    data_files: data/mfs_tooling_v8__23-1004/*.parquet
    default: true
  - config_name: mfs_tooling_v8__22-1003
    data_files: data/mfs_tooling_v8__22-1003/*.parquet
  - config_name: mfs_tooling_v8__21-1002
    data_files: data/mfs_tooling_v8__21-1002/*.parquet
  - config_name: mfs_tooling_v8__20-1001
    data_files: data/mfs_tooling_v8__20-1001/*.parquet
  - config_name: mfs_tooling_v8__19-1000
    data_files: data/mfs_tooling_v8__19-1000/*.parquet
  - config_name: mfs_tooling_v8__18-999
    data_files: data/mfs_tooling_v8__18-999/*.parquet
  - config_name: mfs_tooling_v8__17-998
    data_files: data/mfs_tooling_v8__17-998/*.parquet
  - config_name: mfs_tooling_v8__16-997
    data_files: data/mfs_tooling_v8__16-997/*.parquet
  - config_name: mfs_tooling_v8__15-996
    data_files: data/mfs_tooling_v8__15-996/*.parquet
  - config_name: mfs_tooling_v8__14-995
    data_files: data/mfs_tooling_v8__14-995/*.parquet
  - config_name: mfs_tooling_v8__13-994
    data_files: data/mfs_tooling_v8__13-994/*.parquet
  - config_name: mfs_tooling_v8__12-993
    data_files: data/mfs_tooling_v8__12-993/*.parquet
  - config_name: mfs_tooling_v8__11-992
    data_files: data/mfs_tooling_v8__11-992/*.parquet
  - config_name: mfs_tooling_v8__10-991
    data_files: data/mfs_tooling_v8__10-991/*.parquet
  - config_name: mfs_tooling_v8__9-990
    data_files: data/mfs_tooling_v8__9-990/*.parquet
  - config_name: mfs_tooling_v8__8-989
    data_files: data/mfs_tooling_v8__8-989/*.parquet
  - config_name: mfs_tooling_v8__7-988
    data_files: data/mfs_tooling_v8__7-988/*.parquet
  - config_name: mfs_tooling_v8__6-987
    data_files: data/mfs_tooling_v8__6-987/*.parquet
  - config_name: mfs_tooling_v8__5-986
    data_files: data/mfs_tooling_v8__5-986/*.parquet
  - config_name: mfs_tooling_v8__4-985
    data_files: data/mfs_tooling_v8__4-985/*.parquet
  - config_name: mfs_tooling_v8__3-984
    data_files: data/mfs_tooling_v8__3-984/*.parquet
  - config_name: mfs_tooling_v8__2-983
    data_files: data/mfs_tooling_v8__2-983/*.parquet
  - config_name: mfs_tooling_v8__1-982
    data_files: data/mfs_tooling_v8__1-982/*.parquet
  - config_name: mfs_tooling_v8__0-981
    data_files: data/mfs_tooling_v8__0-981/*.parquet
tags:
  - evalap
  - evaluation
  - llm
---

# mfs_tooling_v8 (ID: 51)

Evaluating tooling capabilities.  
embedding model: bge-multilingual-gemma2  
collections: chunks-v13-04-25, limit=10

## Overview

This dataset contains **24 experiments** 
from the EvalAP evaluation platform.

**Datasets:** MFS_questions_v01

**Models evaluated:** meta-llama/Llama-3.1-8B-Instruct, mistralai/Mistral-Small-3.1-24B-Instruct-2503

**Metrics:** generation_time, judge_precision, nb_tool_calls, output_length


## Scores

### MFS_questions_v01

| model                                         | generation_time   | judge_precision   | nb_tool_calls   | output_length   |
|:----------------------------------------------|:------------------|:------------------|:----------------|:----------------|
| mistralai/Mistral-Small-3.1-24B-Instruct-2503 | 17.80 ± 23.55     | 0.38 ± 0.49       | 0.46 ± 0.50     | 244.76 ± 104.50 |
| meta-llama/Llama-3.1-8B-Instruct              | 7.23 ± 11.78      | 0.19 ± 0.40       | 0.91 ± 0.76     | 196.97 ± 117.35 |



## Usage

Use the dropdown above to select an experiment configuration.