# Web Information Extraction on SWDE original (test) Source: [Web Information Extraction on SWDE original (test)]() Collection index: [llms.txt]() Data updated: 2026-03-17T08:40:21.138Z Evaluation of Web Information Extraction performance on the original test split of the SWDE dataset, measured using Precision, Recall, and F1 scores. 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 | Web Information Extraction | | Dataset (including any stated split) | SWDE original (test) | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | VGS | 97.04 | Not recorded | 69b8dfec0636e5bf4afbe857 | | VGS | 96.92 | Not recorded | 69b8dfec0636e5bf4afbe857 | | VGS | 96.2 | Not recorded | 69b8dfec0636e5bf4afbe857 | | VGS | 95.69 | Not recorded | 69b8dfec0636e5bf4afbe857 | | Reflexion | 95.48 | Not recorded | 69b8dfec0636e5bf4afbe857 | | Reflexion | 94.95 | Not recorded | 69b8dfec0636e5bf4afbe857 | | Reflexion | 94.69 | Not recorded | 69b8dfec0636e5bf4afbe857 | | VGS | 94.38 | Not recorded | 69b8dfec0636e5bf4afbe857 | | Reflexion | 94.31 | Not recorded | 69b8dfec0636e5bf4afbe857 | | AutoScraper | 94.06 | Not recorded | 69b8dfec0636e5bf4afbe857 | | AutoScraper | 93.94 | Not recorded | 69b8dfec0636e5bf4afbe857 | | AutoScraper | 93.87 | Not recorded | 69b8dfec0636e5bf4afbe857 | | Reflexion | 93.33 | Not recorded | 69b8dfec0636e5bf4afbe857 | | COT | 92.83 | Not recorded | 69b8dfec0636e5bf4afbe857 | | COT | 92.81 | Not recorded | 69b8dfec0636e5bf4afbe857 | | AutoScraper | 92.78 | Not recorded | 69b8dfec0636e5bf4afbe857 | | AutoScraper | 92.68 | Not recorded | 69b8dfec0636e5bf4afbe857 | | COT | 92.62 | Not recorded | 69b8dfec0636e5bf4afbe857 | | COT | 92.35 | Not recorded | 69b8dfec0636e5bf4afbe857 | | Reflexion | 92.11 | Not recorded | 69b8dfec0636e5bf4afbe857 | | COT | 91.91 | Not recorded | 69b8dfec0636e5bf4afbe857 | | AutoScraper | 91.67 | Not recorded | 69b8dfec0636e5bf4afbe857 | | Reflexion | 90.71 | Not recorded | 69b8dfec0636e5bf4afbe857 | | COT | 89.65 | Not recorded | 69b8dfec0636e5bf4afbe857 | | AutoScraper | 88.9 | Not recorded | 69b8dfec0636e5bf4afbe857 | | Reflexion | 88.22 | Not recorded | 69b8dfec0636e5bf4afbe857 | | COT | 88.01 | Not recorded | 69b8dfec0636e5bf4afbe857 | | COT | 87.12 | Not recorded | 69b8dfec0636e5bf4afbe857 | | AutoScraper | 86.75 | Not recorded | 69b8dfec0636e5bf4afbe857 | | VGS | 77.14 | Not recorded | 69b8dfec0636e5bf4afbe857 | | VGS | 71.39 | Not recorded | 69b8dfec0636e5bf4afbe857 | | VGS | 66.62 | Not recorded | 69b8dfec0636e5bf4afbe857 | ### VGS Precision: 97.04. Result ID: 69b912ce47f34ce924a1a37f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-32B"}. This record does not assert independent reproduction. ### VGS Precision: 96.92. Result ID: 69b912ce47f34ce924a1a36f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### VGS Precision: 96.2. Result ID: 69b912ce47f34ce924a1a367. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini 2.5 Flash"}. This record does not assert independent reproduction. ### VGS Precision: 95.69. Result ID: 69b912ce47f34ce924a1a36b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Reflexion Precision: 95.48. Result ID: 69b912ce47f34ce924a1a37d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen-2.5-32B"}. This record does not assert independent reproduction. ### Reflexion Precision: 94.95. Result ID: 69b912ce47f34ce924a1a381. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen-2.5-72B"}. This record does not assert independent reproduction. ### Reflexion Precision: 94.69. Result ID: 69b912ce47f34ce924a1a36d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### VGS Precision: 94.38. Result ID: 69b912ce47f34ce924a1a383. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-72B"}. This record does not assert independent reproduction. ### Reflexion Precision: 94.31. Result ID: 69b912ce47f34ce924a1a365. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Gemini 2.5 Flash"}. This record does not assert independent reproduction. ### AutoScraper Precision: 94.06. Result ID: 69b912ce47f34ce924a1a36e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### AutoScraper Precision: 93.94. Result ID: 69b912ce47f34ce924a1a37e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-32B"}. This record does not assert independent reproduction. ### AutoScraper Precision: 93.87. Result ID: 69b912ce47f34ce924a1a366. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini 2.5 Flash"}. This record does not assert independent reproduction. ### Reflexion Precision: 93.33. Result ID: 69b912ce47f34ce924a1a379. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### COT Precision: 92.83. Result ID: 69b912ce47f34ce924a1a380. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-72B"}. This record does not assert independent reproduction. ### COT Precision: 92.81. Result ID: 69b912ce47f34ce924a1a36c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### AutoScraper Precision: 92.78. Result ID: 69b912ce47f34ce924a1a382. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-72B"}. This record does not assert independent reproduction. ### AutoScraper Precision: 92.68. Result ID: 69b912ce47f34ce924a1a37a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### COT Precision: 92.62. Result ID: 69b912ce47f34ce924a1a364. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemini 2.5 Flash"}. This record does not assert independent reproduction. ### COT Precision: 92.35. Result ID: 69b912ce47f34ce924a1a370. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-3-4B"}. This record does not assert independent reproduction. ### Reflexion Precision: 92.11. Result ID: 69b912ce47f34ce924a1a369. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### COT Precision: 91.91. Result ID: 69b912ce47f34ce924a1a378. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### AutoScraper Precision: 91.67. Result ID: 69b912ce47f34ce924a1a36a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### Reflexion Precision: 90.71. Result ID: 69b912ce47f34ce924a1a371. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Gemma-3-4B"}. This record does not assert independent reproduction. ### COT Precision: 89.65. Result ID: 69b912ce47f34ce924a1a37c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-32B"}. This record does not assert independent reproduction. ### AutoScraper Precision: 88.9. Result ID: 69b912ce47f34ce924a1a376. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-3-27B"}. This record does not assert independent reproduction. ### Reflexion Precision: 88.22. Result ID: 69b912ce47f34ce924a1a375. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Gemma-3-27B"}. This record does not assert independent reproduction. ### COT Precision: 88.01. Result ID: 69b912ce47f34ce924a1a368. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o-mini"}. This record does not assert independent reproduction. ### COT Precision: 87.12. Result ID: 69b912ce47f34ce924a1a374. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-3-27B"}. This record does not assert independent reproduction. ### AutoScraper Precision: 86.75. Result ID: 69b912ce47f34ce924a1a372. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-3-4B"}. This record does not assert independent reproduction. ### VGS Precision: 77.14. Result ID: 69b912ce47f34ce924a1a377. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-3-27B"}. This record does not assert independent reproduction. ### VGS Precision: 71.39. Result ID: 69b912ce47f34ce924a1a37b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen-2.5-7B"}. This record does not assert independent reproduction. ### VGS Precision: 66.62. Result ID: 69b912ce47f34ce924a1a373. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Gemma-3-4B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.