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💬 ACL2026 · 4 paper notes

📌 Same area in other venues: 📷 CVPR2026 (98) · 🔬 ICLR2026 (116) · 🧪 ICML2026 (70) · 🤖 AAAI2026 (117) · 🧠 NeurIPS2025 (118) · 📹 ICCV2025 (33)

Automated Knowledge Component Generation and Interpretable Knowledge Tracing in Coding Problems

This paper utilizes LLMs to automatically generate and cluster Knowledge Components (KCs) for open-ended programming problems. It proposes KCGen-KT, which converts student mastery of each KC into soft tokens as input for Llama 3, improving both correctness prediction and student code generation performance on CodeWorkout and FalconCode.

Neural Induction of Finite-State Transducers

To be added after reading the paper in depth.

NSF-SciFy: Mining the NSF Awards Database for Scientific Claims

NSF-SciFy extracts 2.8M scientific claims and investigation proposals from NSF award abstracts, building a resource orders of magnitude larger than existing scientific claim datasets and demonstrating significant performance gains for claim and proposal extraction models.

Qayyem: A Real-time Platform for Scoring Proficiency of Arabic Essays

Qayyem is the first web platform supporting cross-prompt multi-trait automated essay scoring for Arabic. It integrates various scoring schemes ranging from feature engineering to SOTA neural models, supporting end-to-end academic writing assessment workflows.