# Financial NLP on FinGPT Source: [Financial NLP on FinGPT]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:57.245Z Evaluation of general Financial Natural Language Processing capabilities on the FinGPT dataset, measured using accuracy. 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 | Financial NLP | | Dataset (including any stated split) | FinGPT | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Dense Model | 86.9 | Not recorded | 6979984ba2b28e761d87cd0d | | FT(Llama3.2) | 86.7 | Not recorded | 6979984ba2b28e761d87cd0d | | GradPruner | 86.7 | Not recorded | 6979984ba2b28e761d87cd0d | | Dense Model | 86.2 | Not recorded | 6979984ba2b28e761d87cd0d | | Dense Model | 85.3 | Not recorded | 6979984ba2b28e761d87cd0d | | GradPruner | 84.6 | Not recorded | 6979984ba2b28e761d87cd0d | | GradPruner | 84 | Not recorded | 6979984ba2b28e761d87cd0d | | SAT | 83.2 | Not recorded | 6979984ba2b28e761d87cd0d | | Dense Model | 83.1 | Not recorded | 6979984ba2b28e761d87cd0d | | FT(Llama3.2) | 82.5 | Not recorded | 6979984ba2b28e761d87cd0d | | MINITRON | 82.3 | Not recorded | 6979984ba2b28e761d87cd0d | | SAT | 82.3 | Not recorded | 6979984ba2b28e761d87cd0d | | Laco | 81.9 | Not recorded | 6979984ba2b28e761d87cd0d | | LLMPruner | 81.8 | Not recorded | 6979984ba2b28e761d87cd0d | | GradPruner | 81.7 | Not recorded | 6979984ba2b28e761d87cd0d | | LLMPruner | 81.7 | Not recorded | 6979984ba2b28e761d87cd0d | | Laco | 81.4 | Not recorded | 6979984ba2b28e761d87cd0d | | APT | 81.3 | Not recorded | 6979984ba2b28e761d87cd0d | | MINITRON | 80.8 | Not recorded | 6979984ba2b28e761d87cd0d | | SAT | 80.7 | Not recorded | 6979984ba2b28e761d87cd0d | | Laco | 80.4 | Not recorded | 6979984ba2b28e761d87cd0d | | APT | 80.2 | Not recorded | 6979984ba2b28e761d87cd0d | | MINITRON | 80.2 | Not recorded | 6979984ba2b28e761d87cd0d | | LLMPruner | 79.3 | Not recorded | 6979984ba2b28e761d87cd0d | | SAT | 77.9 | Not recorded | 6979984ba2b28e761d87cd0d | | Laco | 77.5 | Not recorded | 6979984ba2b28e761d87cd0d | | LLMPruner | 76.6 | Not recorded | 6979984ba2b28e761d87cd0d | | MINITRON | 76.5 | Not recorded | 6979984ba2b28e761d87cd0d | ### Dense Model Accuracy: 86.9. Result ID: 699668e05698665ec4af6c71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"FFT","Sparsity":"0%"}. This record does not assert independent reproduction. ### FT(Llama3.2) Accuracy: 86.7. Result ID: 699668e05698665ec4af6c76. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Llama3.2-3B","Fine-tuning Protocol":"FFT","Sparsity":"0%"}. This record does not assert independent reproduction. ### GradPruner Accuracy: 86.7. Result ID: 699668e05698665ec4af6c77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"FFT","Sparsity":"40%"}. This record does not assert independent reproduction. ### Dense Model Accuracy: 86.2. Result ID: 699668e05698665ec4af6c80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"FFT","Sparsity":"0%"}. This record does not assert independent reproduction. ### Dense Model Accuracy: 85.3. Result ID: 699668e05698665ec4af6c86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"LoRA","Sparsity":"0%"}. This record does not assert independent reproduction. ### GradPruner Accuracy: 84.6. Result ID: 699668e05698665ec4af6c85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"FFT","Sparsity":"40%"}. This record does not assert independent reproduction. ### GradPruner Accuracy: 84. Result ID: 699668e05698665ec4af6c8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### SAT Accuracy: 83.2. Result ID: 699668e05698665ec4af6c75. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"FFT","Sparsity":"40%"}. This record does not assert independent reproduction. ### Dense Model Accuracy: 83.1. Result ID: 699668e05698665ec4af6c78. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"LoRA","Sparsity":"0%"}. This record does not assert independent reproduction. ### FT(Llama3.2) Accuracy: 82.5. Result ID: 699668e05698665ec4af6c7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Llama3.2-3B","Fine-tuning Protocol":"LoRA","Sparsity":"0%"}. This record does not assert independent reproduction. ### MINITRON Accuracy: 82.3. Result ID: 699668e05698665ec4af6c83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"FFT","Sparsity":"40%"}. This record does not assert independent reproduction. ### SAT Accuracy: 82.3. Result ID: 699668e05698665ec4af6c84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"FFT","Sparsity":"40%"}. This record does not assert independent reproduction. ### Laco Accuracy: 81.9. Result ID: 699668e05698665ec4af6c82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"FFT","Sparsity":"40%"}. This record does not assert independent reproduction. ### LLMPruner Accuracy: 81.8. Result ID: 699668e05698665ec4af6c72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"FFT","Sparsity":"40%"}. This record does not assert independent reproduction. ### GradPruner Accuracy: 81.7. Result ID: 699668e05698665ec4af6c7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### LLMPruner Accuracy: 81.7. Result ID: 699668e05698665ec4af6c81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"FFT","Sparsity":"40%"}. This record does not assert independent reproduction. ### Laco Accuracy: 81.4. Result ID: 699668e05698665ec4af6c73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"FFT","Sparsity":"40%"}. This record does not assert independent reproduction. ### APT Accuracy: 81.3. Result ID: 699668e05698665ec4af6c8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### MINITRON Accuracy: 80.8. Result ID: 699668e05698665ec4af6c74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"FFT","Sparsity":"40%"}. This record does not assert independent reproduction. ### SAT Accuracy: 80.7. Result ID: 699668e05698665ec4af6c8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### Laco Accuracy: 80.4. Result ID: 699668e05698665ec4af6c88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### APT Accuracy: 80.2. Result ID: 699668e05698665ec4af6c7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### MINITRON Accuracy: 80.2. Result ID: 699668e05698665ec4af6c89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### LLMPruner Accuracy: 79.3. Result ID: 699668e05698665ec4af6c87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Mistral-7B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### SAT Accuracy: 77.9. Result ID: 699668e05698665ec4af6c7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### Laco Accuracy: 77.5. Result ID: 699668e05698665ec4af6c7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### LLMPruner Accuracy: 76.6. Result ID: 699668e05698665ec4af6c79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. ### MINITRON Accuracy: 76.5. Result ID: 699668e05698665ec4af6c7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Llama3.1-8B","Fine-tuning Protocol":"LoRA","Sparsity":"40%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.