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Summarization on Legal (Random subset)

1.06FrSrSDQwen2.5-7B-BASE
1.0081.02151.0351.0485May 17, 2026

Evaluation results

MethodLinks
Qwen2.5-7B-BASEBest Ckpts.=-, Evaluation Protocol=In-context learning, Demonstration=One exemplar2026.051.061.0610.6328.25
CPTOnly (No Vocab Adapt)Backbone=Qwen2.5-7B, Best Ckpts.=10500, Evaluation Protocol=In-context learning, Demonstration=One exemplar2026.051.061.0625.6869.04
Llama-3.1-8B-BASEBest Ckpts.=-, Evaluation Protocol=In-context learning, Demonstration=One exemplar2026.051.031.0325.8967.04
CPTOnly (No Vocab Adapt)Backbone=Llama-3.1-8B, Best Ckpts.=10000, Evaluation Protocol=In-context learning, Demonstration=One exemplar2026.051.031.0325.3669.05
VOCABADAPTBackbone=Qwen2.5-7B, Best Ckpts.=6500, Evaluation Protocol=In-context learning, Demonstration=One exemplar2026.051.021.0224.2367.89
VOCABADAPTBackbone=Llama-3.1-8B, Best Ckpts.=6500, Evaluation Protocol=In-context learning, Demonstration=One exemplar2026.051.011.0125.4269.14