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Daily edition · AI Research

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TILens turns technical updates into a focused daily brief: official releases, trusted reporting, and practitioner analysis, deduplicated and organized by topic.

14 Aug 2026 edition

384 articles · 2 sources · 384 papers ·

Top topics: AI Research · AI

AI Research AI

CASA: Content-Acoustic Speaking Assessment with Speech Encoder and Large Language Model

arXiv:2608.13101v1 Announce Type: new Abstract: Research on automatic speaking assessment (ASA) has increasingly adopted multimodal speech large language models to assess learners' speaking performance. However,…

Source: arXiv cs.CL Nhan Phan, Ilona L\"ahteenm\"aki, Anna von Zansen, Olli-Pekka Pauna, Yaroslav Getman, Tam\'as Gr\'osz, Mikko Kurimo
AI Research AI

Tracing Provenance and Detecting Tampering with Complementary LLM Watermarks

arXiv:2608.12713v1 Announce Type: cross Abstract: Watermarking LLM-generated text is an important task for tracing its provenance. Existing LLM watermarks preserve provenance under editing, but this same robustness…

Source: arXiv cs.CL Xiaoyan Feng, Yanjun Zhang, He Zhang, Leo Yu Zhang, Shirui Pan
AI Research AI

LigBench: A Unified and Human-Aligned Benchmark for LLM-based Research Idea Generation

arXiv:2608.13136v1 Announce Type: new Abstract: With the rapid advancement of large language models (LLMs), research idea generation has attracted increasing attention. Existing approaches enable LLMs to retrieve…

Source: arXiv cs.CL Chenrun Wang, Mingxuan Zhu, Tiancheng Huang, Wenjie Li, Yujie Zhang, Zichen Zhu, Zhiying Zou, Kai Yu, Lu Chen
AI Research AI

Masked diffusion LLMs can use EoS tokens for hidden reasoning

arXiv:2603.05197v2 Announce Type: replace Abstract: Diffusion LLMs have been proposed as an alternative to autoregressive LLMs. Curiously, they are especially capable if the generation length, i.e., the number of tokens…

Source: arXiv cs.CL Sarah Breckner, Sebastian Schuster
AI Research AI

Novels generated by language models show compressed formal variation

arXiv:2608.12630v1 Announce Type: new Abstract: While large language models can generate entire novels, there is little information about the level of formal variation in their output over many generations. Rather than…

Source: arXiv cs.CL Mehdy Sedaghat Payam, Justin Quinn
AI Research AI

Cat-DPO: Category-Adaptive Safety Alignment

arXiv:2604.17299v3 Announce Type: replace Abstract: Aligning large language models with human preferences must balance two competing goals: responding helpfully to legitimate requests and reliably refusing harmful ones.…

Source: arXiv cs.CL Tiankai Yang, Yi Nian, Xinyuan Li, Ruiyao Xu, Henry Peng Zou, Kaize Ding, Xiyang Hu, Yan Liu, Yue Zhao
AI Research AI

Beyond Local Accuracy: A Protocol-Level Identifiability Audit for Controlled LLM Reasoning Evaluation

arXiv:2608.13326v1 Announce Type: new Abstract: LLM benchmark scores can be precise even when the observation protocol does not identify the behavioral property they are intended to measure. In a controlled,…

Source: arXiv cs.CL Junhao Luo (School of Statistics,Data Science, Southwestern University of Finance,Economics), Ning Huang (School of Statistics,Data Science, Southwestern University of Finance,Economics), Ziqi Sha (S…
AI Research AI

SoK: From Generation to Consumption of Privacy Documents in Software Systems

arXiv:2608.12511v1 Announce Type: cross Abstract: Privacy documents (e.g., privacy policies) are a central mechanism through which digital services disclose data practices and seek user consent. Over the past decades,…

Source: arXiv cs.CL Shidong Pan, Clark LaChance, Zhen Tao, Sepideh Ghanavati

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