# Lexicon Induction on Manually validated lexicon induction 1803 words (test) Source: [Lexicon Induction on Manually validated lexicon induction 1803 words (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:53.645Z Evaluation of Lexicon Induction performance using the manually validated 1803-word test set. 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 | Lexicon Induction | | Dataset (including any stated split) | Manually validated lexicon induction 1803 words (test) | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [AP](): Higher is better; unit: PERCENT. - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | LISTN-C | 76.79 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-CA | 76.2 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-C | 75.54 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-C | 72.72 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-CA | 72.31 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-CA | 70.69 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-C | 70.4 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-CA | 69.5 | Not recorded | 68fa79311e209131cea7c887 | | NPMI-category | 67.9 | Not recorded | 68fa79311e209131cea7c887 | | NPMI | 67.09 | Not recorded | 68fa79311e209131cea7c887 | | PPMI-category | 65.17 | Not recorded | 68fa79311e209131cea7c887 | | NPMI-month | 64.49 | Not recorded | 68fa79311e209131cea7c887 | | PPMI | 63.33 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-C | 62.97 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-CA | 62.28 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-CA | 61.9 | Not recorded | 68fa79311e209131cea7c887 | | NPMI-subredit | 61.7 | Not recorded | 68fa79311e209131cea7c887 | | PPMI-month | 61.65 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-C | 60.16 | Not recorded | 68fa79311e209131cea7c887 | | PPMI-subreddit | 59.1 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-C | 58.91 | Not recorded | 68fa79311e209131cea7c887 | | word2vec bootstrap | 55.63 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-CA | 55.19 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-CA | 53.49 | Not recorded | 68fa79311e209131cea7c887 | | LISTN-C | 52.76 | Not recorded | 68fa79311e209131cea7c887 | | Random | 52 | Not recorded | 68fa79311e209131cea7c887 | ### LISTN-C AP: 76.79. Result ID: 6995d0953badfaffe6d58aaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Cluster-5","K":"5"}. This record does not assert independent reproduction. ### LISTN-CA AP: 76.2. Result ID: 6995d0953badfaffe6d58aa7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Cluster-5","K":"5"}. This record does not assert independent reproduction. ### LISTN-C AP: 75.54. Result ID: 6995d0953badfaffe6d58ab0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Cluster-20","K":"20"}. This record does not assert independent reproduction. ### LISTN-C AP: 72.72. Result ID: 6995d0953badfaffe6d58aad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Category centroid"}. This record does not assert independent reproduction. ### LISTN-CA AP: 72.31. Result ID: 6995d0953badfaffe6d58aa5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Category centroid"}. This record does not assert independent reproduction. ### LISTN-CA AP: 70.69. Result ID: 6995d0953badfaffe6d58aa8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Cluster-20","K":"20"}. This record does not assert independent reproduction. ### LISTN-C AP: 70.4. Result ID: 6995d0953badfaffe6d58ab1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Cluster-100","K":"100"}. This record does not assert independent reproduction. ### LISTN-CA AP: 69.5. Result ID: 6995d0953badfaffe6d58aa9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Cluster-100","K":"100"}. This record does not assert independent reproduction. ### NPMI-category AP: 67.9. Result ID: 6995d0953badfaffe6d58aa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Granularity":"Category"}. This record does not assert independent reproduction. ### NPMI AP: 67.09. Result ID: 6995d0953badfaffe6d58aa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PPMI-category AP: 65.17. Result ID: 6995d0953badfaffe6d58a9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Granularity":"Category"}. This record does not assert independent reproduction. ### NPMI-month AP: 64.49. Result ID: 6995d0953badfaffe6d58aa3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Granularity":"Month"}. This record does not assert independent reproduction. ### PPMI AP: 63.33. Result ID: 6995d0953badfaffe6d58a9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LISTN-C AP: 62.97. Result ID: 6995d0953badfaffe6d58aac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Community centroid"}. This record does not assert independent reproduction. ### LISTN-CA AP: 62.28. Result ID: 6995d0953badfaffe6d58aa4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Community centroid"}. This record does not assert independent reproduction. ### LISTN-CA AP: 61.9. Result ID: 6995d0953badfaffe6d58aab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Bias"}. This record does not assert independent reproduction. ### NPMI-subredit AP: 61.7. Result ID: 6995d0953badfaffe6d58aa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Granularity":"Subreddit"}. This record does not assert independent reproduction. ### PPMI-month AP: 61.65. Result ID: 6995d0953badfaffe6d58a9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Granularity":"Month"}. This record does not assert independent reproduction. ### LISTN-C AP: 60.16. Result ID: 6995d0953badfaffe6d58ab3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Bias"}. This record does not assert independent reproduction. ### PPMI-subreddit AP: 59.1. Result ID: 6995d0953badfaffe6d58a9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Granularity":"Subreddit"}. This record does not assert independent reproduction. ### LISTN-C AP: 58.91. Result ID: 6995d0953badfaffe6d58aae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Subreddit centroid"}. This record does not assert independent reproduction. ### word2vec bootstrap AP: 55.63. Result ID: 6995d0953badfaffe6d58a9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LISTN-CA AP: 55.19. Result ID: 6995d0953badfaffe6d58aa6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Subreddit centroid"}. This record does not assert independent reproduction. ### LISTN-CA AP: 53.49. Result ID: 6995d0953badfaffe6d58aaa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Bootstrap"}. This record does not assert independent reproduction. ### LISTN-C AP: 52.76. Result ID: 6995d0953badfaffe6d58ab2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Induction approach":"Bootstrap"}. This record does not assert independent reproduction. ### Random AP: 52. Result ID: 6995d0953badfaffe6d58a9a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.