# Sentiment Analysis on Amazon Reviews 31 Source: [Sentiment Analysis on Amazon Reviews 31]() Collection index: [llms.txt]() Data updated: 2026-05-25T07:37:14.764Z Evaluation of Sentiment Analysis performance on the Amazon Reviews 31 dataset, measured using MCI (%pt.). 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 Analysis | | Dataset (including any stated split) | Amazon Reviews 31 | | Metric | MCI | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [MCI](): Higher is better; unit: SCALAR. ## Recorded results | Method | MCI | Result date | Report paper | | --- | --- | --- | --- | | LogME | 22.57 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LogME | 20.91 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | S-OTDD | 19.69 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | TransRate | 19.48 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | S-OTDD | 15.63 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | TransRate | 12.47 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | NCE | 5.71 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | H-Score | 3.35 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | Reg. H-Score | 3.35 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | RADAR | 3.21 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LEEP | 1.91 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | LEEP | 1.76 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | RADAR | 1.23 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | H-Score | -6.84 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | Reg. H-Score | -6.91 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | | NCE | -7.6 | Not recorded | 6a13d7896f71c5ae7dc9e8a4 | ### LogME MCI: 22.57. Result ID: 6a13fbf1fbc373592c0ad2c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-Embedding"}. This record does not assert independent reproduction. ### LogME MCI: 20.91. Result ID: 6a13fbf1fbc373592c0ad2c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Model":"EmbeddingGemma"}. This record does not assert independent reproduction. ### S-OTDD MCI: 19.69. Result ID: 6a13fbf1fbc373592c0ad2c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"EmbeddingGemma"}. This record does not assert independent reproduction. ### TransRate MCI: 19.48. Result ID: 6a13fbf1fbc373592c0ad2c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"EmbeddingGemma"}. This record does not assert independent reproduction. ### S-OTDD MCI: 15.63. Result ID: 6a13fbf1fbc373592c0ad2c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-Embedding"}. This record does not assert independent reproduction. ### TransRate MCI: 12.47. Result ID: 6a13fbf1fbc373592c0ad2c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-Embedding"}. This record does not assert independent reproduction. ### NCE MCI: 5.71. Result ID: 6a13fbf1fbc373592c0ad2c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"EmbeddingGemma"}. This record does not assert independent reproduction. ### H-Score MCI: 3.35. Result ID: 6a13fbf1fbc373592c0ad2be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"EmbeddingGemma"}. This record does not assert independent reproduction. ### Reg. H-Score MCI: 3.35. Result ID: 6a13fbf1fbc373592c0ad2c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"EmbeddingGemma"}. This record does not assert independent reproduction. ### RADAR MCI: 3.21. Result ID: 6a13fbf1fbc373592c0ad2c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-Embedding"}. This record does not assert independent reproduction. ### LEEP MCI: 1.91. Result ID: 6a13fbf1fbc373592c0ad2bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"EmbeddingGemma"}. This record does not assert independent reproduction. ### LEEP MCI: 1.76. Result ID: 6a13fbf1fbc373592c0ad2bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-Embedding"}. This record does not assert independent reproduction. ### RADAR MCI: 1.23. Result ID: 6a13fbf1fbc373592c0ad2ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"EmbeddingGemma"}. This record does not assert independent reproduction. ### H-Score MCI: -6.84. Result ID: 6a13fbf1fbc373592c0ad2bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-Embedding"}. This record does not assert independent reproduction. ### Reg. H-Score MCI: -6.91. Result ID: 6a13fbf1fbc373592c0ad2bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-Embedding"}. This record does not assert independent reproduction. ### NCE MCI: -7.6. Result ID: 6a13fbf1fbc373592c0ad2c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-Embedding"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.