Language Models Can Easily Learn to Reason from Demonstrations

Dacheng Li, Shiyi Cao, Tyler Griggs, Shu Liu, Xiangxi Mo, Eric Tang, Sumanth Hegde, Kourosh Hakhamaneshi, Shishir G. Patil, Matei Zaharia, Joseph E. Gonzalez, Ion Stoica. Language Models Can Easily Learn to Reason from Demonstrations. In Christos Christodoulopoulos 0001, Tanmoy Chakraborty 0002, Carolyn Rose, Violet Peng, editors, Findings of the Association for Computational Linguistics: EMNLP 2025, Suzhou, China, November 4-9, 2025. pages 15979-15997, Association for Computational Linguistics, 2025. [doi]

Authors

Dacheng Li

This author has not been identified. Look up 'Dacheng Li' in Google

Shiyi Cao

This author has not been identified. Look up 'Shiyi Cao' in Google

Tyler Griggs

This author has not been identified. Look up 'Tyler Griggs' in Google

Shu Liu

This author has not been identified. Look up 'Shu Liu' in Google

Xiangxi Mo

This author has not been identified. Look up 'Xiangxi Mo' in Google

Eric Tang

This author has not been identified. Look up 'Eric Tang' in Google

Sumanth Hegde

This author has not been identified. Look up 'Sumanth Hegde' in Google

Kourosh Hakhamaneshi

This author has not been identified. Look up 'Kourosh Hakhamaneshi' in Google

Shishir G. Patil

This author has not been identified. Look up 'Shishir G. Patil' in Google

Matei Zaharia

This author has not been identified. Look up 'Matei Zaharia' in Google

Joseph E. Gonzalez

This author has not been identified. Look up 'Joseph E. Gonzalez' in Google

Ion Stoica

This author has not been identified. Look up 'Ion Stoica' in Google