# Information Retrieval on FiQA (Faithfulness and Hit@k) Source: [Information Retrieval on FiQA (Faithfulness and Hit@k)]() Collection index: [llms.txt]() Data updated: 2026-03-31T08:40:30.401Z Evaluation of Information Retrieval performance on the FiQA dataset, focusing on faithfulness, hit rate (Hit@k), and latency (p95). 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 | Information Retrieval | | Dataset (including any stated split) | FiQA | | Metric | Faithfulness | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Faithfulness](): Higher is better; unit: PERCENT. - [Hit@k](): Higher is better; unit: PERCENT. - [Latency (p95)](): Lower is better; unit: TIME. ## Recorded results | Method | Faithfulness | Result date | Report paper | | --- | --- | --- | --- | | gpt-4.1-mini | 79 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1-mini | 78 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1-mini | 75 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1-mini | 73 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1-mini | 72 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1-mini | 71 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1 | 67 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1 | 67 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1 | 65 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1 | 65 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1 | 65 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-4.1 | 61 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-5.2 | 39 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-5.2 | 39 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-5.2 | 39 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-5.2 | 39 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-5.2 | 37 | Not recorded | 69cb54fd0636e5bf4afc9e72 | | gpt-5.2 | 36 | Not recorded | 69cb54fd0636e5bf4afc9e72 | ### gpt-4.1-mini Faithfulness: 79. Result ID: 69cb882f47f34ce924b3dbb1. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Cost-first","k":"5","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1-mini Faithfulness: 78. Result ID: 69cb882f47f34ce924b3dbb5. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"SLA-first","k":"5","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1-mini Faithfulness: 75. Result ID: 69cb882f47f34ce924b3dbb3. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Risk-first","k":"5","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1-mini Faithfulness: 73. Result ID: 69cb882f47f34ce924b3dbb0. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Cost-first","k":"3","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1-mini Faithfulness: 72. Result ID: 69cb882f47f34ce924b3dbb2. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Risk-first","k":"3","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1-mini Faithfulness: 71. Result ID: 69cb882f47f34ce924b3dbb4. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"SLA-first","k":"3","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1 Faithfulness: 67. Result ID: 69cb882f47f34ce924b3dbad. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Risk-first","k":"5","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1 Faithfulness: 67. Result ID: 69cb882f47f34ce924b3dbaf. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"SLA-first","k":"5","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1 Faithfulness: 65. Result ID: 69cb882f47f34ce924b3dbaa. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Cost-first","k":"3","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1 Faithfulness: 65. Result ID: 69cb882f47f34ce924b3dbab. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Cost-first","k":"5","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1 Faithfulness: 65. Result ID: 69cb882f47f34ce924b3dbac. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Risk-first","k":"3","Runs":"3"}. This record does not assert independent reproduction. ### gpt-4.1 Faithfulness: 61. Result ID: 69cb882f47f34ce924b3dbae. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"SLA-first","k":"3","Runs":"3"}. This record does not assert independent reproduction. ### gpt-5.2 Faithfulness: 39. Result ID: 69cb882f47f34ce924b3dbb6. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Cost-first","k":"3","Runs":"3"}. This record does not assert independent reproduction. ### gpt-5.2 Faithfulness: 39. Result ID: 69cb882f47f34ce924b3dbb7. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Cost-first","k":"5","Runs":"3"}. This record does not assert independent reproduction. ### gpt-5.2 Faithfulness: 39. Result ID: 69cb882f47f34ce924b3dbb9. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Risk-first","k":"5","Runs":"3"}. This record does not assert independent reproduction. ### gpt-5.2 Faithfulness: 39. Result ID: 69cb882f47f34ce924b3dbbb. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"SLA-first","k":"5","Runs":"3"}. This record does not assert independent reproduction. ### gpt-5.2 Faithfulness: 37. Result ID: 69cb882f47f34ce924b3dbba. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"SLA-first","k":"3","Runs":"3"}. This record does not assert independent reproduction. ### gpt-5.2 Faithfulness: 36. Result ID: 69cb882f47f34ce924b3dbb8. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Risk-first","k":"3","Runs":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.