# Logical Reasoning on BBH Web of Lies Source: [Logical Reasoning on BBH Web of Lies]() Collection index: [llms.txt]() Data updated: 2026-06-02T10:10:52.970Z Evaluation of model performance on the Logical Reasoning task using the Web of Lies dataset, a specific component within the Big-Bench Hard (BBH) suite, measured by accuracy. 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 | Logical Reasoning | | Dataset (including any stated split) | BBH Web of Lies | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | evaluation-instructed prompt optimization | 98 | Not recorded | 69268983d6b0dd3342930322 | | LLM only | 96 | Not recorded | 69268983d6b0dd3342930322 | | Pro-Refine | 96 | Not recorded | 69268983d6b0dd3342930322 | | TextGrad | 96 | Not recorded | 69268983d6b0dd3342930322 | | APE | 95 | Not recorded | 69268983d6b0dd3342930322 | | Self-Refine | 94 | Not recorded | 69268983d6b0dd3342930322 | | TextGrad | 74 | Not recorded | 69268983d6b0dd3342930322 | | TextGrad | 73 | Not recorded | 69268983d6b0dd3342930322 | | APE | 72 | Not recorded | 69268983d6b0dd3342930322 | | Pro-Refine | 71 | Not recorded | 69268983d6b0dd3342930322 | | APE | 71 | Not recorded | 69268983d6b0dd3342930322 | | Pro-Refine | 70 | Not recorded | 69268983d6b0dd3342930322 | | evaluation-instructed prompt optimization | 69 | Not recorded | 69268983d6b0dd3342930322 | | LLM only | 69 | Not recorded | 69268983d6b0dd3342930322 | | evaluation-instructed prompt optimization | 68 | Not recorded | 69268983d6b0dd3342930322 | | Self-Refine | 67 | Not recorded | 69268983d6b0dd3342930322 | | LLM only | 66 | Not recorded | 69268983d6b0dd3342930322 | | Self-Refine | 66 | Not recorded | 69268983d6b0dd3342930322 | ### evaluation-instructed prompt optimization Accuracy: 98. Result ID: 6a1eac15fbc373592c196658. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Optimization Type":"Query-dependent"}. This record does not assert independent reproduction. ### LLM only Accuracy: 96. Result ID: 6a1eac15fbc373592c196657. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Optimization Type":"None"}. This record does not assert independent reproduction. ### Pro-Refine Accuracy: 96. Result ID: 6a1eac15fbc373592c19665a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Optimization Type":"Query-dependent"}. This record does not assert independent reproduction. ### TextGrad Accuracy: 96. Result ID: 6a1eac15fbc373592c19665b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Optimization Type":"Template"}. This record does not assert independent reproduction. ### APE Accuracy: 95. Result ID: 6a1eac15fbc373592c19665c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Optimization Type":"Template"}. This record does not assert independent reproduction. ### Self-Refine Accuracy: 94. Result ID: 6a1eac15fbc373592c196659. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Optimization Type":"Query-dependent"}. This record does not assert independent reproduction. ### TextGrad Accuracy: 74. Result ID: 6a1eac15fbc373592c19664f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaMA-3","Optimization Type":"Template"}. This record does not assert independent reproduction. ### TextGrad Accuracy: 73. Result ID: 6a1eac15fbc373592c196655. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaMA-3.1","Optimization Type":"Template"}. This record does not assert independent reproduction. ### APE Accuracy: 72. Result ID: 6a1eac15fbc373592c196650. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-3","Optimization Type":"Template"}. This record does not assert independent reproduction. ### Pro-Refine Accuracy: 71. Result ID: 6a1eac15fbc373592c19664e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-3","Optimization Type":"Query-dependent"}. This record does not assert independent reproduction. ### APE Accuracy: 71. Result ID: 6a1eac15fbc373592c196656. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-3.1","Optimization Type":"Template"}. This record does not assert independent reproduction. ### Pro-Refine Accuracy: 70. Result ID: 6a1eac15fbc373592c196654. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-3.1","Optimization Type":"Query-dependent"}. This record does not assert independent reproduction. ### evaluation-instructed prompt optimization Accuracy: 69. Result ID: 6a1eac15fbc373592c19664c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-3","Optimization Type":"Query-dependent"}. This record does not assert independent reproduction. ### LLM only Accuracy: 69. Result ID: 6a1eac15fbc373592c196651. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-3.1","Optimization Type":"None"}. This record does not assert independent reproduction. ### evaluation-instructed prompt optimization Accuracy: 68. Result ID: 6a1eac15fbc373592c196652. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-3.1","Optimization Type":"Query-dependent"}. This record does not assert independent reproduction. ### Self-Refine Accuracy: 67. Result ID: 6a1eac15fbc373592c19664d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-3","Optimization Type":"Query-dependent"}. This record does not assert independent reproduction. ### LLM only Accuracy: 66. Result ID: 6a1eac15fbc373592c19664b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-3","Optimization Type":"None"}. This record does not assert independent reproduction. ### Self-Refine Accuracy: 66. Result ID: 6a1eac15fbc373592c196653. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-3.1","Optimization Type":"Query-dependent"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.