Academic

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Academic · 1 min

Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams

arXiv:2603.07392v1 Announce Type: new Abstract: LLMs operating in dynamic real-world contexts often encounter knowledge that evolves continuously or emerges incrementally. To remain accurate and effective, …

Jiyeon Kim, Hyunji Lee, Dylan Zhou, Sue Hyun Park, Seunghyun Yoon, Trung Bui, Franck Dernoncourt, Sungmin Cha, Minjoon Seo

17 views Mar 10

Academic · 1 min

Few Tokens, Big Leverage: Preserving Safety Alignment by Constraining Safety Tokens during Fine-tuning

arXiv:2603.07445v1 Announce Type: new Abstract: Large language models (LLMs) often require fine-tuning (FT) to perform well on downstream tasks, but FT can induce safety-alignment drift …

Guoli Wang, Haonan Shi, Tu Ouyang, An Wang

20 views Mar 10

Academic · 1 min

The Dual-Stream Transformer: Channelized Architecture for Interpretable Language Modeling

arXiv:2603.07461v1 Announce Type: new Abstract: Standard transformers entangle all computation in a single residual stream, obscuring which components perform which functions. We introduce the Dual-Stream …

J. Clayton Kerce, Alexis Fox

18 views Mar 10

Academic · 1 min

Cross-Modal Taxonomic Generalization in (Vision-) Language Models

arXiv:2603.07474v1 Announce Type: new Abstract: What is the interplay between semantic representations learned by language models (LM) from surface form alone to those learned from …

Tianyang Xu, Marcelo Sandoval-Castaneda, Karen Livescu, Greg Shakhnarovich, Kanishka Misra

13 views Mar 10

Academic · 1 min

Skip to the Good Part: Representation Structure & Inference-Time Layer Skipping in Diffusion vs. Autoregressive …

arXiv:2603.07475v1 Announce Type: new Abstract: Autoregressive (AR) language models form representations incrementally through left-to-right prediction, whereas diffusion language models (dLLMs) are trained via full-sequence denoising. …

Raghavv Goel, Risheek Garrepalli, Sudhanshu Agrawal, Chris Lott, Mingu Lee, Fatih Porikli

10 views Mar 10

Academic · 1 min

A Joint Neural Baseline for Concept, Assertion, and Relation Extraction from Clinical Text

arXiv:2603.07487v1 Announce Type: new Abstract: Clinical information extraction (e.g., 2010 i2b2/VA challenge) usually presents tasks of concept recognition, assertion classification, and relation extraction. Jointly modeling …

Fei Cheng, Ribeka Tanaka, Sadao Kurohashi

26 views Mar 10

Academic · 1 min

Bolbosh: Script-Aware Flow Matching for Kashmiri Text-to-Speech

arXiv:2603.07513v1 Announce Type: new Abstract: Kashmiri is spoken by around 7 million people but remains critically underserved in speech technology, despite its official status and …

Tajamul Ashraf, Burhaan Rasheed Zargar, Saeed Abdul Muizz, Ifrah Mushtaq, Nazima Mehdi, Iqra Altaf Gillani, Aadil Amin Kak, Janibul Bashir

17 views Mar 10

Academic · 1 min

TableMind++: An Uncertainty-Aware Programmatic Agent for Tool-Augmented Table Reasoning

arXiv:2603.07528v1 Announce Type: new Abstract: Table reasoning requires models to jointly perform semantic understanding and precise numerical operations. Most existing methods rely on a single-turn …

Mingyue Cheng, Shuo Yu, Chuang Jiang, Xiaoyu Tao, Qingyang Mao, Jie Ouyang, Qi Liu, Enhong Chen

11 views Mar 10

Academic · 1 min

Accent Vector: Controllable Accent Manipulation for Multilingual TTS Without Accented Data

arXiv:2603.07534v1 Announce Type: new Abstract: Accent is an integral part of society, reflecting multiculturalism and shaping how individuals express identity. The majority of English speakers …

Thanathai Lertpetchpun, Thanapat Trachu, Jihwan Lee, Tiantian Feng, Dani Byrd, Shrikanth Narayanan

16 views Mar 10

Academic · 1 min

MAWARITH: A Dataset and Benchmark for Legal Inheritance Reasoning with LLMs

arXiv:2603.07539v1 Announce Type: new Abstract: Islamic inheritance law ('ilm al-mawarith) is challenging for large language models because solving inheritance cases requires complex, structured multi-step reasoning …

Abdessalam Bouchekif, Shahd Gaben, Samer Rashwani, Somaya Eltanbouly, Mutaz Al-Khatib, Heba Sbahi, Mohammed Ghaly, Emad Mohamed

9 views Mar 10

Academic · 1 min

Learning-free L2-Accented Speech Generation using Phonological Rules

arXiv:2603.07550v1 Announce Type: new Abstract: Accent plays a crucial role in speaker identity and inclusivity in speech technologies. Existing accented text-to-speech (TTS) systems either require …

Thanathai Lertpetchpun, Yoonjeong Lee, Jihwan Lee, Tiantian Feng, Dani Byrd, Shrikanth Narayanan

9 views Mar 10

Academic · 1 min

Nw\=ach\=a Mun\=a: A Devanagari Speech Corpus and Proximal Transfer Benchmark for Nepal Bhasha ASR

arXiv:2603.07554v1 Announce Type: new Abstract: Nepal Bhasha (Newari), an endangered language of the Kathmandu Valley, remains digitally marginalized due to the severe scarcity of annotated …

Rishikesh Kumar Sharma, Safal Narshing Shrestha, Jenny Poudel, Rupak Tiwari, Arju Shrestha, Rupak Raj Ghimire, Bal Krishna Bal

22 views Mar 10

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Academic

Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams

Few Tokens, Big Leverage: Preserving Safety Alignment by Constraining Safety Tokens during Fine-tuning

The Dual-Stream Transformer: Channelized Architecture for Interpretable Language Modeling

Cross-Modal Taxonomic Generalization in (Vision-) Language Models

Skip to the Good Part: Representation Structure & Inference-Time Layer Skipping in Diffusion vs. Autoregressive …

A Joint Neural Baseline for Concept, Assertion, and Relation Extraction from Clinical Text

Bolbosh: Script-Aware Flow Matching for Kashmiri Text-to-Speech

TableMind++: An Uncertainty-Aware Programmatic Agent for Tool-Augmented Table Reasoning

Accent Vector: Controllable Accent Manipulation for Multilingual TTS Without Accented Data

MAWARITH: A Dataset and Benchmark for Legal Inheritance Reasoning with LLMs

Learning-free L2-Accented Speech Generation using Phonological Rules

Nw\=ach\=a Mun\=a: A Devanagari Speech Corpus and Proximal Transfer Benchmark for Nepal Bhasha ASR

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