CoReflect: A Reflective Co-Evolution Framework for Improving Conversational Evaluation

arXiv:2601.12208 · cs.CL · Submitted 2026-01-18 · Read on arXiv

cs.CL

Submitted: 2026-01-18

Updated: 2026-08-31

Terminology

• Personalization — 31× in this paper · explained in 2 episodes
• Consistency — 24× in this paper · explained in 3 episodes
• Alignment — 16× in this paper · explained in 1 episode
• Analyzer — 14× in this paper · explained in 1 episode
• User-Centric Personalization — 12× in this paper
• Task Completeness — 11× in this paper
• LLM-as-a-Judge — 10× in this paper · explained in 3 episodes
• Adaptation — 8× in this paper · explained in 1 episode
• Benchmark — 7× in this paper · explained in 2 episodes
• Core — 7× in this paper · explained in 2 episodes
• Functional Task Progression — 7× in this paper
• Association for Computational Linguistics — 6× in this paper
• Domain Conceptual Alignment — 6× in this paper
• Output Delivery Integrity — 6× in this paper
• Output Structure Fit — 6× in this paper
• Sustained Style Adherence — 6× in this paper
• Grounding — 5× in this paper · explained in 3 episodes
• Accuracy — 3× in this paper · explained in 1 episode
• Anticipatory Flow Management — 3× in this paper
• Iterative Refinement — 3× in this paper · explained in 3 episodes
• Adaptability — 2× in this paper · explained in 1 episode
• Annotator Agreement — 2× in this paper · explained in 1 episode
• Empirical Methods in Natural Language Processing — 2× in this paper
• Failure Modes — 2× in this paper · explained in 3 episodes
• Interpretability — 2× in this paper · explained in 15 episodes
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Human-in-the-Loop — 1× in this paper · explained in 3 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Mode Collapse — 1× in this paper · explained in 2 episodes
• Synthetic Data Generation — 1× in this paper · explained in 5 episodes
• Task Decomposition — 1× in this paper · explained in 2 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
• DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
• RULER: What's the Real Context Size of Your Long-Context Language Models?
• GPT-4 Technical Report
• Qwen3 Technical Report
• Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

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