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Text Style Transfer on Treasury style domain

50.46BLEUSimilar 5-shot finetuning
23.690430.640237.5944.5398Feb 16, 2026

Evaluation results

MethodLinks
Similar 5-shot finetuningBackbone=Llama-3.1-8B-Instruct, Number of shots=5, Retrieval strategy=Similar2026.0250.4687.6
Similar 5-shot finetuning w/ terminology and name retrievalBackbone=Llama-3.1-8B-Instruct, Number of shots=5, Retrieval strategy=Similar, Terminology and name retrieval=true2026.0250.2589.4
Similar 3-shot finetuningBackbone=Llama-3.1-8B-Instruct, Number of shots=3, Retrieval strategy=Similar2026.0247.7982
Random 5-shot finetuningBackbone=Llama-3.1-8B-Instruct, Number of shots=5, Retrieval strategy=Random2026.0245.2281.2
Random 3-shot finetuningBackbone=Llama-3.1-8B-Instruct, Number of shots=3, Retrieval strategy=Random2026.0244.4179.6
Zero-shot finetuningBackbone=Llama-3.1-8B-Instruct, Number of shots=02026.0241.4382.6
APE with MarianBackbone=Marian2026.0236.3762.1
5-shot ICL w/ terminology and name retrievalBackbone=Llama-3.1-8B-Instruct, Number of shots=5, Terminology and name retrieval=true2026.0226.6972.9
5-shot ICLBackbone=Llama-3.1-8B-Instruct, Number of shots=52026.0224.7254.1