# Tool-use AI Assistant on GAIA Source: [Tool-use AI Assistant on GAIA]() Collection index: [llms.txt]() Data updated: 2026-03-11T09:21:11.116Z Evaluation of AI assistant capabilities requiring tool use on the GAIA dataset, broken down by performance across text-only, multimodal (mm), and file interaction scenarios. 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 | Tool-use AI Assistant | | Dataset (including any stated split) | GAIA | | Metric | Accuracy (Text-only) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Accuracy (Text-only)](): Higher is better; unit: PERCENT. - [Accuracy (Multimodal)](): Higher is better; unit: PERCENT. - [Accuracy (File Interaction)](): Higher is better; unit: PERCENT. - [Overall Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Text-only) | Result date | Report paper | | --- | --- | --- | --- | | AutoAgent | 54.4 | Not recorded | 69b0f70f2d603e6de3e45d6d | | ReAct | 46.6 | Not recorded | 69b0f70f2d603e6de3e45d6d | | AutoAgent | 35 | Not recorded | 69b0f70f2d603e6de3e45d6d | | AutoAgent | 34 | Not recorded | 69b0f70f2d603e6de3e45d6d | | DeepAgent | 29.1 | Not recorded | 69b0f70f2d603e6de3e45d6d | | ReAct | 29.1 | Not recorded | 69b0f70f2d603e6de3e45d6d | | DeepAgent | 26.2 | Not recorded | 69b0f70f2d603e6de3e45d6d | | Direct Answer | 22.3 | Not recorded | 69b0f70f2d603e6de3e45d6d | | DeepAgent | 20.4 | Not recorded | 69b0f70f2d603e6de3e45d6d | | Direct Answer | 8.7 | Not recorded | 69b0f70f2d603e6de3e45d6d | | ReAct | 7.8 | Not recorded | 69b0f70f2d603e6de3e45d6d | | Direct Answer | 6.8 | Not recorded | 69b0f70f2d603e6de3e45d6d | ### AutoAgent Accuracy (Text-only): 54.4. Result ID: 69b133fe6dbb7075b95be203. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1"}. This record does not assert independent reproduction. ### ReAct Accuracy (Text-only): 46.6. Result ID: 69b133fe6dbb7075b95be201. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1"}. This record does not assert independent reproduction. ### AutoAgent Accuracy (Text-only): 35. Result ID: 69b133fe6dbb7075b95be207. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### AutoAgent Accuracy (Text-only): 34. Result ID: 69b133fe6dbb7075b95be20b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### DeepAgent Accuracy (Text-only): 29.1. Result ID: 69b133fe6dbb7075b95be202. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1"}. This record does not assert independent reproduction. ### ReAct Accuracy (Text-only): 29.1. Result ID: 69b133fe6dbb7075b95be205. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### DeepAgent Accuracy (Text-only): 26.2. Result ID: 69b133fe6dbb7075b95be206. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"QwQ-32B"}. This record does not assert independent reproduction. ### Direct Answer Accuracy (Text-only): 22.3. Result ID: 69b133fe6dbb7075b95be200. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1"}. This record does not assert independent reproduction. ### DeepAgent Accuracy (Text-only): 20.4. Result ID: 69b133fe6dbb7075b95be20a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### Direct Answer Accuracy (Text-only): 8.7. Result ID: 69b133fe6dbb7075b95be208. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### ReAct Accuracy (Text-only): 7.8. Result ID: 69b133fe6dbb7075b95be209. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-30B-A3B"}. This record does not assert independent reproduction. ### Direct Answer Accuracy (Text-only): 6.8. Result ID: 69b133fe6dbb7075b95be204. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"QwQ-32B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.