# How Value Induction Reshapes LLM Behaviour

DevFeed: [How Value Induction Reshapes LLM Behaviour](<https://devfeed.tech/articles/how-value-induction-reshapes-llm-behaviour-31492.md>)

Original publisher: [Read original article](<https://machinelearning.apple.com/research/value-induction-llm-behaviour>)

Published: 2026-09-16T00:00:00Z

Content type: article

Language: en

Sources: [Apple Machine Learning Research](<https://devfeed.tech/sources/apple-machine-learning-research.md>)

Topics: [Large Language Model](<https://devfeed.tech/topics/llm.md>), [LLM Techniques](<https://devfeed.tech/topics/llm-techniques.md>), [LLM evaluation / benchmarking](<https://devfeed.tech/topics/llm-evaluation-benchmarking.md>)

Tags: [complex](<https://devfeed.tech/tags/complex.md>), [effect](<https://devfeed.tech/tags/effect.md>), [language-models](<https://devfeed.tech/tags/language-models.md>), [llm](<https://devfeed.tech/tags/llm.md>), [safety](<https://devfeed.tech/tags/safety.md>), [values](<https://devfeed.tech/tags/values.md>)

## AI overview

This research examines how inducing selected values in conversational large language models affects other values, safety, anthropomorphic language, and question-answering benchmark performance. It finds that value induction can affect related and contrastive values, positive values can increase safety, and all tested values increased anthropomorphic, validating, and sycophantic language.

## Source excerpt

Conversational Large Language Models are post-trained on language that expresses specific behavioural traits, such as curiosity, open-mindedness, and empathy, and values, such as helpfulness, harmlessness, and honesty. This is done to increase utility, ensure safety, and improve the experience of the people interacting with the model. However, values are complex and inter-related - inducing one could modify behaviour on another. Further, inducing certain values can make models more addictive or sycophantic through language used in the generations, with a potential detrimental effect on the...