# Emotion Recognition in Conversation on MELD 1.0 (test) Source: [Emotion Recognition in Conversation on MELD 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:47.465Z Evaluation of Emotion Recognition in Conversation performance on the test split of the MELD 1.0 dataset, reporting Weighted F1 score. 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 | Emotion Recognition in Conversation | | Dataset (including any stated split) | MELD 1.0 (test) | | Metric | Weighted F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Weighted F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Weighted F1 | Result date | Report paper | | --- | --- | --- | --- | | EmoBERTa | 65.61 | Not recorded | 68fa6a971e209131cea29275 | | COSMIC | 65.21 | Not recorded | 68fa6a971e209131cea29275 | | EmoBERTa | 65.07 | Not recorded | 68fa6a971e209131cea29275 | | EmoBERTa | 64.55 | Not recorded | 68fa6a971e209131cea29275 | | EmoBERTa | 64.23 | Not recorded | 68fa6a971e209131cea29275 | | EmoBERTa | 63.46 | Not recorded | 68fa6a971e209131cea29275 | | DialogXL | 62.41 | Not recorded | 68fa6a971e209131cea29275 | | HiTrans | 61.94 | Not recorded | 68fa6a971e209131cea29275 | | BERT+MTL | 61.9 | Not recorded | 68fa6a971e209131cea29275 | | RGAT | 60.91 | Not recorded | 68fa6a971e209131cea29275 | | BiERU-lc | 60.84 | Not recorded | 68fa6a971e209131cea29275 | | Iterative | 60.72 | Not recorded | 68fa6a971e209131cea29275 | | SumAggGIN | 58.45 | Not recorded | 68fa6a971e209131cea29275 | | CESTa | 58.36 | Not recorded | 68fa6a971e209131cea29275 | | KET | 58.18 | Not recorded | 68fa6a971e209131cea29275 | | DialogueGCN | 58.1 | Not recorded | 68fa6a971e209131cea29275 | | BiF-AGRU | 58.1 | Not recorded | 68fa6a971e209131cea29275 | ### EmoBERTa Weighted F1: 65.61. Result ID: 699ac4815698665ec452c6b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"contextual utterances":"both past and future"}. This record does not assert independent reproduction. ### COSMIC Weighted F1: 65.21. Result ID: 699ac4815698665ec452c6ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EmoBERTa Weighted F1: 65.07. Result ID: 699ac4815698665ec452c6b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"contextual utterances":"both past and future","speaker names inclusion":false}. This record does not assert independent reproduction. ### EmoBERTa Weighted F1: 64.55. Result ID: 699ac4815698665ec452c6b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"contextual utterances":"only past"}. This record does not assert independent reproduction. ### EmoBERTa Weighted F1: 64.23. Result ID: 699ac4815698665ec452c6b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"contextual utterances":"only future"}. This record does not assert independent reproduction. ### EmoBERTa Weighted F1: 63.46. Result ID: 699ac4815698665ec452c6b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"contextual utterances":"none"}. This record does not assert independent reproduction. ### DialogXL Weighted F1: 62.41. Result ID: 699ac4815698665ec452c6b0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HiTrans Weighted F1: 61.94. Result ID: 699ac4815698665ec452c6af. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERT+MTL Weighted F1: 61.9. Result ID: 699ac4815698665ec452c6a5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RGAT Weighted F1: 60.91. Result ID: 699ac4815698665ec452c6a8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiERU-lc Weighted F1: 60.84. Result ID: 699ac4815698665ec452c6a6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Iterative Weighted F1: 60.72. Result ID: 699ac4815698665ec452c6ae. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SumAggGIN Weighted F1: 58.45. Result ID: 699ac4815698665ec452c6aa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CESTa Weighted F1: 58.36. Result ID: 699ac4815698665ec452c6a9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KET Weighted F1: 58.18. Result ID: 699ac4815698665ec452c6ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DialogueGCN Weighted F1: 58.1. Result ID: 699ac4815698665ec452c6a7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiF-AGRU Weighted F1: 58.1. Result ID: 699ac4815698665ec452c6ad. [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.