Beyond Factual QA: Mentorship-Oriented Question Answering over Long-Form Multilingual Content

arXiv:2601.17173 · cs.CL, cs.AI · Submitted 2026-01-23 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-01-23

Updated: 2026-08-28

Code: https://github.com/AIM-SCU/MentorQA

Terminology

• Alignment — 52× in this paper · explained in 1 episode
• RAG — 26× in this paper · explained in 3 episodes
• Benchmark — 13× in this paper · explained in 2 episodes
• LLM judge — 13× in this paper · explained in 2 episodes
• Association for Computational Linguistics — 8× in this paper
• Evaluation Dimensions — 8× in this paper · explained in 3 episodes
• Annotator Agreement — 7× in this paper · explained in 1 episode
• Accuracy — 4× in this paper · explained in 1 episode
• Tokenization — 4× in this paper · explained in 2 episodes
• Agentic Architecture — 3× in this paper · explained in 1 episode
• Grounding — 3× in this paper · explained in 3 episodes
• LLM-as-a-Judge — 3× in this paper · explained in 3 episodes
• Abundance — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 4 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Low-Resource Languages — 1× in this paper · explained in 4 episodes
• Multi-Agent Framework — 1× in this paper · explained in 3 episodes
• Multi-Agent System — 1× in this paper · explained in 6 episodes
• Multi-agent Collaboration — 1× in this paper · explained in 2 episodes
• Personalization — 1× in this paper · explained in 2 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Retrieval Augmented Generation — 1× in this paper
• Retrieval Augmented Generation (RAG) — 1× in this paper · explained in 4 episodes
• Semantic Alignment — 1× in this paper · explained in 3 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages

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