# Tool-use Question Answering on ToolQA Easy 1.0 Source: [Tool-use Question Answering on ToolQA Easy 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:04.681Z Evaluation of model performance on the ToolQA Easy 1.0 dataset for Tool-use Question Answering, reporting domain-specific accuracies (Yelp, SciREX, Flight, Airbnb, Coffee). 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 Question Answering | | Dataset (including any stated split) | ToolQA Easy 1.0 | | Metric | Yelp Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Yelp Acc](): Higher is better; unit: PERCENT. - [SciREX Acc](): Higher is better; unit: PERCENT. - [Flight Acc](): Higher is better; unit: PERCENT. - [Airbnb Acc](): Higher is better; unit: PERCENT. - [Coffee Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Yelp Acc | Result date | Report paper | | --- | --- | --- | --- | | React | 90 | Not recorded | 69311572d6b0dd3342933a6d | | Reflexion | 87 | Not recorded | 69311572d6b0dd3342933a6d | | React | 76 | Not recorded | 69311572d6b0dd3342933a6d | | React | 71 | Not recorded | 69311572d6b0dd3342933a6d | | RP-ReAct | 68 | Not recorded | 69311572d6b0dd3342933a6d | | RP-ReAct | 61 | Not recorded | 69311572d6b0dd3342933a6d | | RP-ReAct | 53 | Not recorded | 69311572d6b0dd3342933a6d | | Reflexion | 43 | Not recorded | 69311572d6b0dd3342933a6d | | Reflexion | 39 | Not recorded | 69311572d6b0dd3342933a6d | | RP-ReAct | 30 | Not recorded | 69311572d6b0dd3342933a6d | | RP-ReAct | 26 | Not recorded | 69311572d6b0dd3342933a6d | | React-100 | 22 | Not recorded | 69311572d6b0dd3342933a6d | | ReAct | 17 | Not recorded | 69311572d6b0dd3342933a6d | | React | 15 | Not recorded | 69311572d6b0dd3342933a6d | | ReAct | 11 | Not recorded | 69311572d6b0dd3342933a6d | | RP-ReAct | 11 | Not recorded | 69311572d6b0dd3342933a6d | | Reflexion | 4 | Not recorded | 69311572d6b0dd3342933a6d | ### React Yelp Acc: 90. Result ID: 699631085698665ec472f3d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"React","Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### Reflexion Yelp Acc: 87. Result ID: 699631085698665ec472f3da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"Reflexion","Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### React Yelp Acc: 76. Result ID: 699631085698665ec472f3dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"React","Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### React Yelp Acc: 71. Result ID: 699631085698665ec472f3e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"React","Model":"Qwen3-14B"}. This record does not assert independent reproduction. ### RP-ReAct Yelp Acc: 68. Result ID: 699631085698665ec472f3de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent Approach":"RP-ReAct","Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### RP-ReAct Yelp Acc: 61. Result ID: 699631085698665ec472f3e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent Approach":"RP-ReAct","Model":"Qwen3-14B"}. This record does not assert independent reproduction. ### RP-ReAct Yelp Acc: 53. Result ID: 699631085698665ec472f3db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent Approach":"RP-ReAct","Model":"gpt-oss-120b"}. This record does not assert independent reproduction. ### Reflexion Yelp Acc: 43. Result ID: 699631085698665ec472f3e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"Reflexion","Model":"Qwen3-14B"}. This record does not assert independent reproduction. ### Reflexion Yelp Acc: 39. Result ID: 699631085698665ec472f3dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"Reflexion","Model":"Qwen3-32B"}. This record does not assert independent reproduction. ### RP-ReAct Yelp Acc: 30. Result ID: 699631085698665ec472f3e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent Approach":"RP-ReAct","Model":"DeepSeek-8B"}. This record does not assert independent reproduction. ### RP-ReAct Yelp Acc: 26. Result ID: 699631085698665ec472f3e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent Approach":"RP-ReAct","Model":"gpt-oss-20b"}. This record does not assert independent reproduction. ### React-100 Yelp Acc: 22. Result ID: 699631085698665ec472f3e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"React-100","Model":"gpt-oss-20b"}. This record does not assert independent reproduction. ### ReAct Yelp Acc: 17. Result ID: 699631085698665ec472f3e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"ReAct","Model":"DeepSeek-8B"}. This record does not assert independent reproduction. ### React Yelp Acc: 15. Result ID: 699631085698665ec472f3df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"React","Model":"gpt-oss-20b"}. This record does not assert independent reproduction. ### ReAct Yelp Acc: 11. Result ID: 699631085698665ec472f3e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"ReAct","Model":"DeepSeek-7B"}. This record does not assert independent reproduction. ### RP-ReAct Yelp Acc: 11. Result ID: 699631085698665ec472f3e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Agent Approach":"RP-ReAct","Model":"DeepSeek-7B"}. This record does not assert independent reproduction. ### Reflexion Yelp Acc: 4. Result ID: 699631085698665ec472f3e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Agent Approach":"Reflexion","Model":"gpt-oss-20b"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.