Adapting to the Low-Resource Double-Bind: Investigating Low-Compute Methods on Low-Resource African Languages. - Colin Leong; Herumb Shandilya; Bonaventure F. P. Dossou; Atnafu Lambebo Tonja; Joel Mathew; Abdul-Hakeem Omotayo; Oreen Yousuf; Zainab Akinjobi; Chris Chinenye Emezue; Shamsudeen Muhammad; Steven Kolawole; Younwoo Choi; et al. (AfricaNLP, 2023)

Adapting to the Low-Resource Double-Bind: Investigating Low-Compute Methods on Low-Resource African Languages. - Colin Leong; Herumb Shandilya; Bonaventure F. P. Dossou; Atnafu Lambebo Tonja; Joel Mathew; Abdul-Hakeem Omotayo; Oreen Yousuf; Zainab Akinjobi; Chris Chinenye Emezue; Shamsuddeen Hassan Muhammad; Steven Kolawole; Younwoo Choi; et al. (CoRR, 2023)

Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning. - Shivalika Singh; Freddie Vargus; Daniel D'souza; Börje Karlsson 001; Abinaya Mahendiran; Wei-Yin Ko; Herumb Shandilya; Jay Patel; Deividas Mataciunas; Laura O'Mahony; Mike Zhang; Ramith Hettiarachchi; et al. (ACL (1), 2024)

Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning. - Shivalika Singh; Freddie Vargus; Daniel D'souza; Börje F. Karlsson; Abinaya Mahendiran; Wei-Yin Ko; Herumb Shandilya; Jay Patel; Deividas Mataciunas; Laura O'Mahony; Mike Zhang; Ramith Hettiarachchi; et al. (CoRR, 2024)

Optimas: Optimizing Compound AI Systems with Globally Aligned Local Rewards. - Shirley Wu; Parth Sarthi; Shiyu Zhao; Aaron Lee; Herumb Shandilya; Adrian Mladenic Grobelnik; Nurendra Choudhary; Edward W. Huang; Karthik Subbian; Linjun Zhang; Diyi Yang; James Zou 001; et al. (CoRR, 2025)

GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning. - Lakshya A. Agrawal; Shangyin Tan; Dilara Soylu; Noah Ziems; Rishi Khare; Krista Opsahl-Ong; Arnav Singhvi; Herumb Shandilya; Michael J. Ryan; Meng Jiang; Christopher Potts; Koushik Sen; et al. (CoRR, 2025)