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Text Style Transfer on Literary style domain

52.61BLEUSimilar 5-shot finetuning w/ terminology and name retrieval
24.831632.043339.25546.4667Feb 16, 2026

Evaluation results

MethodLinks
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=true2026.0252.6193.3
Similar 5-shot finetuningBackbone=Llama-3.1-8B-Instruct, Number of shots=5, Retrieval strategy=Similar2026.0252.3586.5
Similar 3-shot finetuningBackbone=Llama-3.1-8B-Instruct, Number of shots=3, Retrieval strategy=Similar2026.0248.8381.2
Random 5-shot finetuningBackbone=Llama-3.1-8B-Instruct, Number of shots=5, Retrieval strategy=Random2026.0241.4272.1
Zero-shot finetuningBackbone=Llama-3.1-8B-Instruct, Number of shots=02026.0240.3974.2
Random 3-shot finetuningBackbone=Llama-3.1-8B-Instruct, Number of shots=3, Retrieval strategy=Random2026.0239.9673.2
APE with MarianBackbone=Marian2026.0235.7264.9
5-shot ICL w/ terminology and name retrievalBackbone=Llama-3.1-8B-Instruct, Number of shots=5, Terminology and name retrieval=true2026.0226.2566.9
5-shot ICLBackbone=Llama-3.1-8B-Instruct, Number of shots=52026.0225.961.3