# Tool-use Agent on HLE-500 Source: [Tool-use Agent on HLE-500]() Collection index: [llms.txt]() Data updated: 2026-03-11T09:21:11.012Z Evaluation of agent performance on the Tool-use Agent task using the HLE-500 dataset, reporting metrics across text-only, multimodal (mm), and overall performance. 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 Agent | | Dataset (including any stated split) | HLE-500 | | Metric | Text-Only Performance | | Unit | SCALAR | | 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 - [Text-Only Performance](): Higher is better; unit: SCALAR. - [Multimodal Performance](): Higher is better; unit: SCALAR. - [Overall Performance](): Higher is better; unit: SCALAR. ## Recorded results | Method | Text-Only Performance | Result date | Report paper | | --- | --- | --- | --- | | AutoAgent | 26.1 | Not recorded | 69b0f70f2d603e6de3e45d6d | | AutoAgent | 23.5 | Not recorded | 69b0f70f2d603e6de3e45d6d | | Direct Answer | 20.4 | Not recorded | 69b0f70f2d603e6de3e45d6d | | Direct Answer | 20.4 | Not recorded | 69b0f70f2d603e6de3e45d6d | | DeepAgent | 15.8 | Not recorded | 69b0f70f2d603e6de3e45d6d | | ReAct | 12.4 | Not recorded | 69b0f70f2d603e6de3e45d6d | | DeepAgent | 12.1 | Not recorded | 69b0f70f2d603e6de3e45d6d | | ReAct | 8.5 | Not recorded | 69b0f70f2d603e6de3e45d6d | | AutoAgent | 5.4 | Not recorded | 69b0f70f2d603e6de3e45d6d | | DeepAgent | 4.9 | Not recorded | 69b0f70f2d603e6de3e45d6d | | ReAct | 3.4 | Not recorded | 69b0f70f2d603e6de3e45d6d | | Direct Answer | 2.8 | Not recorded | 69b0f70f2d603e6de3e45d6d | ### AutoAgent Text-Only Performance: 26.1. Result ID: 69b133fe6dbb7075b95be1c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"gemini-3-pro"}. This record does not assert independent reproduction. ### AutoAgent Text-Only Performance: 23.5. Result ID: 69b133fe6dbb7075b95be1c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"gemini-3-pro-thinking"}. This record does not assert independent reproduction. ### Direct Answer Text-Only Performance: 20.4. Result ID: 69b133fe6dbb7075b95be1bf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gemini-3-pro-thinking"}. This record does not assert independent reproduction. ### Direct Answer Text-Only Performance: 20.4. Result ID: 69b133fe6dbb7075b95be1c3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gemini-3-pro"}. This record does not assert independent reproduction. ### DeepAgent Text-Only Performance: 15.8. Result ID: 69b133fe6dbb7075b95be1c1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gemini-3-pro-thinking"}. This record does not assert independent reproduction. ### ReAct Text-Only Performance: 12.4. Result ID: 69b133fe6dbb7075b95be1c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"gemini-3-pro-thinking"}. This record does not assert independent reproduction. ### DeepAgent Text-Only Performance: 12.1. Result ID: 69b133fe6dbb7075b95be1c5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gemini-3-pro"}. This record does not assert independent reproduction. ### ReAct Text-Only Performance: 8.5. Result ID: 69b133fe6dbb7075b95be1c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"gemini-3-pro"}. This record does not assert independent reproduction. ### AutoAgent Text-Only Performance: 5.4. Result ID: 69b133fe6dbb7075b95be1be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"gpt-4o"}. This record does not assert independent reproduction. ### DeepAgent Text-Only Performance: 4.9. Result ID: 69b133fe6dbb7075b95be1bd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gpt-4o"}. This record does not assert independent reproduction. ### ReAct Text-Only Performance: 3.4. Result ID: 69b133fe6dbb7075b95be1bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"gpt-4o"}. This record does not assert independent reproduction. ### Direct Answer Text-Only Performance: 2.8. Result ID: 69b133fe6dbb7075b95be1bb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gpt-4o"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.