SLAM: Towards Efficient Multilingual Reasoning via Selective Language Alignment (2025 · 20 citations)
Large language models reason well in English but much less reliably in other languages, especially low-resource ones.
ACR: Adaptive Context Refactoring via Context Refactoring Operators for Multi-Turn Dialogue (2026)
Long conversations cause LLMs to lose track of earlier facts and goals. The authors name two failure modes. In contextual inertia , early mistakes keep being reused and reinforced. In state drift , key constraints and intermediate results get buried in noise or lost during compression. Larger context windows…
CIRAG: Construction–Integration Retrieval and Adaptive Generation for Multi-hop Question Answering (2026)
Triple-based iterative RAG for multi-hop QA has two weaknesses. It keeps only one best triple per step, so early mistakes compound and parallel evidence is lost. It also uses a single evidence granularity, which can be too noisy or too sparse depending on the question. CIRAG draws on Kintsch's…
KCVR: Knowledge-Centric Video Reconstruction for Structured Pedagogical Summarization via Dynamic Graph Planning (2026)
Standard video summarizers aim at quick overviews. On lecture videos they often scramble the teaching logic, for example stating a proof before the definition it relies on. The authors define a new task, Structure-Pedagogical Reconstruction (SPR): producing a structured summary whose concept order follows…

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Papers of our library cite their works 19 times (of the 149,439 papers whose bibliographies we read); 10 citing papers with a page here →.

Updated 1 November 2026