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What Is Alignment? Print

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Making models behave as intended.

THE DEFINITION

Additional training so a model follows instructions, is helpful, and declines harmful requests.

THE PROBLEM IT ADDRESSES

A model trained purely to predict text produces whatever the training data suggests.

HOW IT IS DONE

Training on examples of good responses Human feedback ranking outputs Explicit rules and guidelines

WHAT IT PRODUCES

Models that answer questions rather than continuing your text Models that decline certain requests A consistent tone

WHAT IT DOES NOT SOLVE

Factual accuracy. An aligned model is helpful and still hallucinates.

A SIDE EFFECT

Models trained toward helpfulness tend to agree rather than challenge.

Ask explicitly for criticism.

WHY MODELS SOMETIMES REFUSE REASONABLE REQUESTS

Alignment involves judgement applied broadly. Some legitimate requests resemble problematic ones.

RELATED TERMS

Hallucination, refusal, sycophancy.


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