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Free-form QA on FetaQA

40.5BLEUSpecialist SOTA
12.00419.40226.834.198Nov 30, 2025

Evaluation results

MethodLinks
Specialist SOTASetting=Others2025.1140.5
TAMO+Setting=Tuned LLM (SFT)2025.1139.01
TableLlamaSetting=Tuned LLM (SFT)2025.1138.12
TAMOSetting=Frozen LLM, Backbone=Llama 3.1 8B2025.1138.09
TAMO+Setting=Tuned LLM (LoRA)2025.1137.43
SFTSetting=Tuned LLM (SFT)2025.1137.37
GPT-4.1Setting=Others2025.1136.75
TAMOSetting=Frozen LLM2025.1136.52
Prompt tuningSetting=Frozen LLM, Backbone=Llama 3.1 8B2025.1136.16
LoRASetting=Tuned LLM (LoRA)2025.1135.8
Prompt tuningSetting=Frozen LLM2025.1129.94
GPT-3.5Setting=Others2025.1126.49
GPT-4Setting=Others2025.1121.7
Zero-shotSetting=Inference Only2025.1120.08
Llama 3.1 8BSetting=Inference Only2025.1114.05
DeepSeek-R1Setting=Others2025.1113.1