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40.5
BLEU
Specialist SOTA
12.004
19.402
26.8
34.198
Nov 30, 2025
BLEU
Updated 5mo ago
Evaluation Results
Method
Method
Links
BLEU
Specialist SOTA
Setting=Others
2025.11
40.5
TAMO+
Setting=Tuned LLM (SFT)
2025.11
39.01
TableLlama
Setting=Tuned LLM (SFT)
2025.11
38.12
TAMO
Setting=Frozen LLM, Ba...
2025.11
38.09
TAMO+
Setting=Tuned LLM (LoRA)
2025.11
37.43
SFT
Setting=Tuned LLM (SFT)
2025.11
37.37
GPT-4.1
Setting=Others
2025.11
36.75
TAMO
Setting=Frozen LLM
2025.11
36.52
Prompt tuning
Setting=Frozen LLM, Ba...
2025.11
36.16
LoRA
Setting=Tuned LLM (LoRA)
2025.11
35.8
Prompt tuning
Setting=Frozen LLM
2025.11
29.94
GPT-3.5
Setting=Others
2025.11
26.49
GPT-4
Setting=Others
2025.11
21.7
Zero-shot
Setting=Inference Only
2025.11
20.08
Llama 3.1 8B
Setting=Inference Only
2025.11
14.05
DeepSeek-R1
Setting=Others
2025.11
13.1
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