# Emotion Recognition in Conversation on MELD Standard (test) Source: [Emotion Recognition in Conversation on MELD Standard (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:46.938Z Evaluation of Emotion Recognition in Conversation performance on the test split of the MELD Standard 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 Standard (test) | | Metric | Weighted F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 | | --- | --- | --- | --- | | InstructERC | 69.15 | Not recorded | 68fa749e1e209131cea62a78 | | InstructERC | 67.62 | Not recorded | 68fa749e1e209131cea62a78 | | Skier | 67.39 | Not recorded | 68fa749e1e209131cea62a78 | | DualGATs | 66.9 | Not recorded | 68fa749e1e209131cea62a78 | | MPLP | 66.51 | Not recorded | 68fa749e1e209131cea62a78 | | SACL | 66.45 | Not recorded | 68fa749e1e209131cea62a78 | | EmotionIC | 66.4 | Not recorded | 68fa749e1e209131cea62a78 | | SPCL+CL | 66.35 | Not recorded | 68fa749e1e209131cea62a78 | | LoRA | 66.15 | Not recorded | 68fa749e1e209131cea62a78 | | LoRA | 65.84 | Not recorded | 68fa749e1e209131cea62a78 | | InstructERC | 65.58 | Not recorded | 68fa749e1e209131cea62a78 | | InstructERC | 65.07 | Not recorded | 68fa749e1e209131cea62a78 | | LoRA | 64.85 | Not recorded | 68fa749e1e209131cea62a78 | | InstructERC | 46.41 | Not recorded | 68fa749e1e209131cea62a78 | | LoRA | 40.54 | Not recorded | 68fa749e1e209131cea62a78 | | InstructERC | 38.8 | Not recorded | 68fa749e1e209131cea62a78 | | InstructERC | 21.8 | Not recorded | 68fa749e1e209131cea62a78 | | InstructERC | 16.28 | Not recorded | 68fa749e1e209131cea62a78 | | InstructERC | 9.12 | Not recorded | 68fa749e1e209131cea62a78 | ### InstructERC Weighted F1: 69.15. Result ID: 69934c143a6c314849150083. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA2-7B","Evaluation Setting":"LoRA Fine-tuned"}. This record does not assert independent reproduction. ### InstructERC Weighted F1: 67.62. Result ID: 69934c143a6c314849150082. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"LoRA Fine-tuned"}. This record does not assert independent reproduction. ### Skier Weighted F1: 67.39. Result ID: 69934c143a6c314849150076. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Discriminant Model"}. This record does not assert independent reproduction. ### DualGATs Weighted F1: 66.9. Result ID: 69934c143a6c314849150075. [Reporting paper]() Recorded evaluation configuration: {"Model Category":"Discriminant Model"}. This record does not assert independent reproduction. ### MPLP Weighted F1: 66.51. Result ID: 69934c143a6c314849150072. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Discriminant Model"}. This record does not assert independent reproduction. ### SACL Weighted F1: 66.45. Result ID: 69934c143a6c314849150074. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Discriminant Model"}. This record does not assert independent reproduction. ### EmotionIC Weighted F1: 66.4. Result ID: 69934c143a6c314849150073. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Discriminant Model"}. This record does not assert independent reproduction. ### SPCL+CL Weighted F1: 66.35. Result ID: 69934c143a6c314849150071. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Discriminant Model"}. This record does not assert independent reproduction. ### LoRA Weighted F1: 66.15. Result ID: 69934c143a6c31484915007e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Fine-tuned"}. This record does not assert independent reproduction. ### LoRA Weighted F1: 65.84. Result ID: 69934c143a6c31484915007f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LLaMA2-7B","Evaluation Setting":"Fine-tuned"}. This record does not assert independent reproduction. ### InstructERC Weighted F1: 65.58. Result ID: 69934c143a6c314849150081. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ChatGLM2-6B","Evaluation Setting":"LoRA Fine-tuned"}. This record does not assert independent reproduction. ### InstructERC Weighted F1: 65.07. Result ID: 69934c143a6c314849150077. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ChatGPT-3.5","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### LoRA Weighted F1: 64.85. Result ID: 69934c143a6c31484915007d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ChatGLM2-6B","Evaluation Setting":"Fine-tuned"}. This record does not assert independent reproduction. ### InstructERC Weighted F1: 46.41. Result ID: 69934c143a6c314849150080. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ChatGLM-6B","Evaluation Setting":"LoRA Fine-tuned"}. This record does not assert independent reproduction. ### LoRA Weighted F1: 40.54. Result ID: 69934c143a6c31484915007c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ChatGLM-6B","Evaluation Setting":"Fine-tuned"}. This record does not assert independent reproduction. ### InstructERC Weighted F1: 38.8. Result ID: 69934c143a6c314849150078. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ChatGLM-6B","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### InstructERC Weighted F1: 21.8. Result ID: 69934c143a6c314849150079. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ChatGLM2-6B","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### InstructERC Weighted F1: 16.28. Result ID: 69934c143a6c31484915007b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA2-7B","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. ### InstructERC Weighted F1: 9.12. Result ID: 69934c143a6c31484915007a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.