# Sentiment Triplet Extraction on 14LAP Source: [Sentiment Triplet Extraction on 14LAP]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:14.349Z Evaluation of the model's ability to extract complete sentiment triplets (Aspect, Opinion, Sentiment) from the 14LAP 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 | Sentiment Triplet Extraction | | Dataset (including any stated split) | lap 14 | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 23 of 23 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Micro-F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | UniEX | 65.23 | Not recorded | 68fa6f731e209131cea45abb | | UIE | 63.88 | Not recorded | 68fa6c0e1e209131cea31c5c | | SEL | 63.15 | Not recorded | 68fa6c0e1e209131cea31c5c | | UIE | 63.15 | Not recorded | 68fa6f731e209131cea45abb | | Zhang et al. (2021) | 60.78 | Not recorded | 68fa6c0e1e209131cea31c5c | | BMRC | 59.27 | Not recorded | 68fa697a1e209131cea22500 | | BMRC | 57.83 | Not recorded | 68fa697a1e209131cea22500 | | GTS | 54.58 | Not recorded | 68fa697a1e209131cea22500 | | IMN + IOG | 47.68 | Not recorded | 68fa697a1e209131cea22500 | | RACL+R | 46.39 | Not recorded | 68fa697a1e209131cea22500 | | ASTE | 43.5 | Not recorded | 68fa66ad1e209131cea11a63 | | TSF | 43.5 | Not recorded | 68fa697a1e209131cea22500 | | Li-unified-R | 42.47 | Not recorded | 68fa66ad1e209131cea11a63 | | Li-unified-R+ | 42.47 | Not recorded | 68fa697a1e209131cea22500 | | CMLA | 32.9 | Not recorded | 68fa66ad1e209131cea11a63 | | RINANTE | 20 | Not recorded | 68fa66ad1e209131cea11a63 | | RINANTE+ | 20 | Not recorded | 68fa697a1e209131cea22500 | ### UniEX F1 Score: 65.23. Result ID: 6990bfa13a6c31484902f66d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"372M","Backbone":"RoBERTa-large"}. This record does not assert independent reproduction. ### UIE F1 Score: 63.88. Result ID: 698ec116ffc3901de0a0c5e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"T5-v1.1-large","Pre-training":"Large-scale structure-text data"}. This record does not assert independent reproduction. ### SEL F1 Score: 63.15. Result ID: 698ec116ffc3901de0a0c5df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"T5-v1.1-large","Pre-training":"None"}. This record does not assert independent reproduction. ### UIE F1 Score: 63.15. Result ID: 6990bfa13a6c31484902f66c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"770M","Backbone":"T5-large"}. This record does not assert independent reproduction. ### Zhang et al. (2021) F1 Score: 60.78. Result ID: 698ec116ffc3901de0a0c5de. [Reporting paper]() Recorded evaluation configuration: {"Type":"Comparable SOTA"}. This record does not assert independent reproduction. ### BMRC F1 Score: 59.27. Result ID: 698dad8c8b517eb433230f7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BMRC F1 Score: 57.83. Result ID: 698dad8c8b517eb433230fbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GTS F1 Score: 54.58. Result ID: 698dad8c8b517eb433230fbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IMN + IOG F1 Score: 47.68. Result ID: 698dad8c8b517eb433230fbc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RACL+R F1 Score: 46.39. Result ID: 698dad8c8b517eb433230f7e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ASTE F1 Score: 43.5. Result ID: 698d014f8b517eb4331e4c0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"stage two module":"enabled"}. This record does not assert independent reproduction. ### TSF F1 Score: 43.5. Result ID: 698dad8c8b517eb433230f7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Li-unified-R F1 Score: 42.47. Result ID: 698d014f8b517eb4331e4c0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"augmented with stage two module":true}. This record does not assert independent reproduction. ### Li-unified-R+ F1 Score: 42.47. Result ID: 698dad8c8b517eb433230f7d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMLA F1 Score: 32.9. Result ID: 698d014f8b517eb4331e4c0a. [Reporting paper]() Recorded evaluation configuration: {"augmented with stage two module":true}. This record does not assert independent reproduction. ### RINANTE F1 Score: 20. Result ID: 698d014f8b517eb4331e4c09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"augmented with stage two module":true}. This record does not assert independent reproduction. ### RINANTE+ F1 Score: 20. Result ID: 698dad8c8b517eb433230f7c. [Reporting paper]() [Method origin 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.