Entity-Level Financial Sentiment Analysis on EFSA
86.41F1 ScoreBaichuan2-13B-Chat
Evaluation Results
| Method | Links | |
|---|---|---|
| Baichuan2-13B-ChatSetting=LoRa fine-tune2024.04 | 86.41 | |
| Qwen-7B-ChatSetting=LoRa fine-tune2024.04 | 86.14 | |
| Qwen-7B-ChatSetting=4-hop CoT2024.04 | 83.28 | |
| Baichuan2-13B-ChatSetting=4-hop CoT2024.04 | 81.74 | |
| DISC-FinLLMSetting=LoRa fine-tune2024.04 | 79.19 | |
| ChatGLM3-6B-ChatSetting=4-hop CoT2024.04 | 78.93 | |
| ChatGLM3-6B-ChatSetting=LoRa fine-tune2024.04 | 76.83 | |
| E2E-BERTSetting=SLMs2024.04 | 73.77 | |
| GLM-4Setting=zero-shot2024.04 | 71.25 | |
| GLM-4Setting=3-shot2024.04 | 70.39 | |
| CAS-T5Setting=SLMs2024.04 | 69.75 | |
| DISC-FinLLMSetting=3-shot2024.04 | 65.23 | |
| XuanyuanSetting=zero-shot2024.04 | 64.15 | |
| DISC-FinLLMSetting=zero-shot2024.04 | 63.74 | |
| XuanyuanSetting=3-shot2024.04 | 63.58 | |
| GPT-4Setting=4-hop CoT2024.04 | 63.28 | |
| Llama2-Chinese-7B-ChatSetting=LoRa fine-tune2024.04 | 61.55 | |
| Llama2-Chinese-7b-ChatSetting=4-hop CoT2024.04 | 61.47 | |
| GPT-4Setting=3-shot2024.04 | 61.38 | |
| GPT-4Setting=zero-shot2024.04 | 60.72 | |
| ChatGPTSetting=3-shot2024.04 | 58.92 | |
| ChatGPTSetting=zero-shot2024.04 | 58.47 | |
| CAS-BARTSetting=SLMs2024.04 | 50.89 |