Posts by Tags

Keeping LLMs Aligned Without the Cost: The Story of Instruction Residuals

2 minute read

Published: October 10, 2025

Large Language Models (LLMs) constantly learn from new data. Yet, updating them often comes with a hidden cost: they forget how to follow instructions properly. Retraining to restore this ability is extremely costly.

Keeping LLMs Aligned Without the Cost: The Story of Instruction Residuals

2 minute read

Published: October 10, 2025

Large Language Models (LLMs) constantly learn from new data. Yet, updating them often comes with a hidden cost: they forget how to follow instructions properly. Retraining to restore this ability is extremely costly.

Keeping LLMs Aligned Without the Cost: The Story of Instruction Residuals

2 minute read

Published: October 10, 2025

Large Language Models (LLMs) constantly learn from new data. Yet, updating them often comes with a hidden cost: they forget how to follow instructions properly. Retraining to restore this ability is extremely costly.

Ishan Jindal

Posts by Tags

Continuous pre-training

Keeping LLMs Aligned Without the Cost: The Story of Instruction Residuals

Instruction-residual

Keeping LLMs Aligned Without the Cost: The Story of Instruction Residuals

LLMs

Keeping LLMs Aligned Without the Cost: The Story of Instruction Residuals