Intel / article

CAPA: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants

Source: Zijian Xu, Wenshuo Zhang, Zisen Qin, Rui Sheng, Yushi Sun, Huamin Qu, Chuhan Shi
Author: Zijian Xu, Wenshuo Zhang, Zisen Qin, Rui Sheng, Yushi Sun, Huamin Qu, Chuhan Shi
Date: Published Jul 30, 2026

Terms in this piece · Glossary

benchmark — A standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.

Why it matters

Quantifies whether coding assistants actually use same-user session history to resolve recurring personal ambiguity, and proposes a lightweight history-gating step that raises first-turn success and cuts clarification turns.

Read the source ↗arxiv.org