Computation and Language

Papers filed under cs.CL on arXiv, each one already summarized by Paperlayer. Open any of them to read the summary beside the original PDF, with every point linked to the line, figure, or table it came from.

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8,881 to 8,940 of 11,259

DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
DeepSeek-AI, :, Xiao Bi +85
cs.CLcs.AIcs.LGarXiv:2401.02954v12024
GradMem: Learning to Write Context into Memory with Test-Time Gradient Descent
Yuri Kuratov, Matvey Kairov, Aydar Bulatov +2
cs.CLcs.LGarXiv:2603.13875v22026
Elastic Attention: Test-time Adaptive Sparsity Ratios for Efficient Transformers
Zecheng Tang, Quantong Qiu, Yi Yang +6
cs.CLcs.AIarXiv:2601.17367v22026
Beyond Surface Cues: Disentangling Sociocultural Signals in Multilingual LLMs
Yuanjun Feng, Tanzhou Liu, Stefan Feuerriegel +1
cs.CLcs.AIarXiv:2608.23026v12026
Tulu 3: Pushing Frontiers in Open Language Model Post-Training
Nathan Lambert, Jacob Morrison, Valentina Pyatkin +20
cs.CLarXiv:2411.15124v52024
How Auditory Knowledge in LLM Backbones Shapes Audio Language Models: A Holistic Evaluation
Ke-Han Lu, Szu-Wei Fu, Chao-Han Huck Yang +13
eess.AScs.CLcs.SDarXiv:2603.19195v12026
Distilling Conversations: Abstract Compression of Conversational Audio Context for LLM-based ASR
Shashi Kumar, Esaú Villatoro-Tello, Sergio Burdisso +7
cs.CLcs.AIcs.LGarXiv:2603.26246v12026
PRiSM: Benchmarking Phone Realization in Speech Models
Shikhar Bharadwaj, Chin-Jou Li, Yoonjae Kim +13
cs.CLcs.SDarXiv:2601.14046v22026
TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data
Pengcheng Yin, Graham Neubig, Wen-tau Yih +1
cs.CLcs.LGarXiv:2005.08314v12020
Style Transfer from Non-Parallel Text by Cross-Alignment
Tianxiao Shen, Tao Lei, Regina Barzilay +1
cs.CLcs.LGarXiv:1705.09655v22017
Mixture-of-Depths Attention
Lianghui Zhu, Yuxin Fang, Bencheng Liao +10
cs.CLcs.AIarXiv:2603.15619v12026
Accelerating Diffusion Language Models via Structured Suffix Modeling
Zifeng Cheng, Keda Li, Zhiwei Jiang +3
cs.CLarXiv:2608.23167v12026
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network
Dai Quoc Nguyen, Tu Dinh Nguyen, Dat Quoc Nguyen +1
cs.CLarXiv:1712.02121v22017
A decoder-only foundation model for time-series forecasting
Abhimanyu Das, Weihao Kong, Rajat Sen +1
cs.CLcs.AIcs.LGarXiv:2310.10688v42023
Beyond Scalar Rewards: Dense Feedback for LLM Policy Synthesis in Sequential Social Dilemmas
Víctor Gallego
cs.CLcs.GTarXiv:2603.19453v32026
FROST: Filtering Reasoning Outliers with Attention for Efficient Reasoning
Haozheng Luo, Zhuolin Jiang, Md Zahid Hasan +2
cs.CLcs.AIcs.LGarXiv:2601.19001v22026
Self-Improving Pretraining: using post-trained models to pretrain better models
Ellen Xiaoqing Tan, Jack Lanchantin, Shehzaad Dhuliawala +9
cs.CLcs.AIcs.LGarXiv:2601.21343v32026
SEAR: Schema-Based Evaluation and Routing for LLM Gateways
Zecheng Zhang, Han Zheng, Yue Xu
cs.DBcs.AIcs.CLarXiv:2603.26728v12026
Extract Free Dense Labels from CLIP
Chong Zhou, Chen Change Loy, Bo Dai
cs.CVcs.CLarXiv:2112.01071v22021
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding
Hu Xu, Gargi Ghosh, Po-Yao Huang +5
cs.CVcs.CLarXiv:2109.14084v22021
Using the Output Embedding to Improve Language Models
Ofir Press, Lior Wolf
cs.CLarXiv:1608.05859v32016
Multi-task Sequence to Sequence Learning
Minh-Thang Luong, Quoc V. Le, Ilya Sutskever +2
cs.LGcs.CLstat.MLarXiv:1511.06114v42015
Latent Chain-of-Thought as Planning: Decoupling Reasoning from Verbalization
Jiecong Wang, Hao Peng, Chunyang Liu
cs.AIcs.CLarXiv:2601.21358v22026
UnifiedQA: Crossing Format Boundaries With a Single QA System
Daniel Khashabi, Sewon Min, Tushar Khot +4
cs.CLcs.AIarXiv:2005.00700v32020
Benchmarking Large Language Models for News Summarization
Tianyi Zhang, Faisal Ladhak, Esin Durmus +3
cs.CLcs.AIcs.LGarXiv:2301.13848v12023
Knowledge is Not Enough: Injecting RL Skills for Continual Adaptation
Pingzhi Tang, Yiding Wang, Muhan Zhang
cs.LGcs.AIcs.CLarXiv:2601.11258v22026
MovieQA: Understanding Stories in Movies through Question-Answering
Makarand Tapaswi, Yukun Zhu, Rainer Stiefelhagen +3
cs.CVcs.CLarXiv:1512.02902v22015
Aligning Agentic World Models via Knowledgeable Experience Learning
Baochang Ren, Yunzhi Yao, Rui Sun +3
cs.CLcs.AIcs.CVarXiv:2601.13247v12026
S2D2: Fast Decoding for Diffusion LLMs via Training-Free Self-Speculation
Ligong Han, Hao Wang, Han Gao +2
cs.CLarXiv:2603.25702v22026
A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT
Yihan Cao, Siyu Li, Yixin Liu +4
cs.AIcs.CLcs.LGarXiv:2303.04226v12023
Beyond Unimodal Shortcuts: MLLMs as Cross-Modal Reasoners for Grounded Named Entity Recognition
Jinlong Ma, Yu Zhang, Xuefeng Bai +5
cs.CLarXiv:2602.04486v12026
DataFlex: A Unified Framework for Data-Centric Dynamic Training of Large Language Models
Hao Liang, Zhengyang Zhao, Meiyi Qiang +22
cs.LGcs.CLarXiv:2603.26164v12026
Learning to Commit: Generating Organic Pull Requests via Online Repository Memory
Mo Li, L. H. Xu, Qitai Tan +2
cs.SEcs.CLarXiv:2603.26664v12026
Learning Deep Structure-Preserving Image-Text Embeddings
Liwei Wang, Yin Li, Svetlana Lazebnik
cs.CVcs.CLcs.LGarXiv:1511.06078v22015
Expectations and Practices around AI Disclosure in CS Research
Arati Mohapatra, Danish Pruthi
cs.CYcs.CLcs.HCarXiv:2608.23271v12026
KG-BERT: BERT for Knowledge Graph Completion
Liang Yao, Chengsheng Mao, Yuan Luo
cs.CLcs.AIarXiv:1909.03193v22019
Enrich-Retrieve-Rank: Scaling Capability Discovery Beyond In-Context Routing
Nazib Sorathiya, Daniel Zhang, Bardiya Akhbari
cs.CLcs.AIcs.IRarXiv:2608.22695v12026
Adapted Large Language Models Can Outperform Medical Experts in Clinical Text Summarization
Dave Van Veen, Cara Van Uden, Louis Blankemeier +16
cs.CLarXiv:2309.07430v52023
SE-Bench: Benchmarking Self-Evolution with Knowledge Internalization
Jiarui Yuan, Tailin Jin, Weize Chen +1
cs.CLcs.AIcs.LGarXiv:2602.04811v22026
SAGE: Benchmarking and Improving Retrieval for Deep Research Agents
Tiansheng Hu, Yilun Zhao, Canyu Zhang +2
cs.IRcs.CLarXiv:2602.05975v22026
Stop the Flip-Flop: Context-Preserving Verification for Fast Revocable Diffusion Decoding
Yanzheng Xiang, Lan Wei, Yizhen Yao +8
cs.CLcs.AIarXiv:2602.06161v22026
ELI5: Long Form Question Answering
Angela Fan, Yacine Jernite, Ethan Perez +3
cs.CLarXiv:1907.09190v12019
SPARC: Separating Perception And Reasoning Circuits for Test-time Scaling of VLMs
Niccolo Avogaro, Nayanika Debnath, Li Mi +6
cs.CVcs.AIcs.CLarXiv:2602.06566v32026
InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning
Yuchen Yan, Liang Jiang, Jin Jiang +7
cs.CLcs.AIarXiv:2602.06960v32026
Balancing Understanding and Generation in Discrete Diffusion Models
Yue Liu, Yuzhong Zhao, Zheyong Xie +5
cs.CLarXiv:2602.01362v12026
Linguistic Knowledge and Transferability of Contextual Representations
Nelson F. Liu, Matt Gardner, Yonatan Belinkov +2
cs.CLarXiv:1903.08855v52019
DICE: Diffusion Large Language Models Excel at Generating CUDA Kernels
Haolei Bai, Lingcheng Kong, Xueyi Chen +3
cs.LGcs.CLarXiv:2602.11715v22026
HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection
Binny Mathew, Punyajoy Saha, Seid Muhie Yimam +3
cs.CLcs.AIcs.SIarXiv:2012.10289v22020
AutoSaddler: Automatic Harness Optimization with Durable Updates from Agent Execution Traces
Sungho Park, Wonjoong Kim, Rongyuan Tan +10
cs.AIcs.CLcs.LGarXiv:2608.23041v12026
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis
Wenmeng Yu, Hua Xu, Ziqi Yuan +1
cs.CLarXiv:2102.04830v12021
TRACE: A Self-Evolving Skill Bank for Consistent, Limit-Aware LLM Agents
Wenhao Wu, Menghao Zhang, Xin Wang +3
cs.CLcs.AIarXiv:2608.22793v12026
The Devil Behind Moltbook: Anthropic Safety is Always Vanishing in Self-Evolving AI Societies
Chenxu Wang, Chaozhuo Li, Songyang Liu +10
cs.CLarXiv:2602.09877v22026
When to Memorize and When to Stop: Gated Recurrent Memory for Long-Context Reasoning
Leheng Sheng, Yongtao Zhang, Wenchang Ma +6
cs.CLcs.AIarXiv:2602.10560v12026
CCNet: Extracting High Quality Monolingual Datasets from Web Crawl Data
Guillaume Wenzek, Marie-Anne Lachaux, Alexis Conneau +4
cs.CLcs.IRcs.LGarXiv:1911.00359v22019
MiniCPM-SALA: Hybridizing Sparse and Linear Attention for Efficient Long-Context Modeling
MiniCPM Team, Wenhao An, Yingfa Chen +44
cs.CLcs.AIcs.LGarXiv:2602.11761v22026
Privasis: Synthesizing the Largest "Public" Private Dataset from Scratch
Hyunwoo Kim, Niloofar Mireshghallah, Michael Duan +11
cs.CLcs.AIarXiv:2602.03183v12026
InnoEval: On Research Idea Evaluation as a Knowledge-Grounded, Multi-Perspective Reasoning Problem
Shuofei Qiao, Yunxiang Wei, Xuehai Wang +10
cs.CLcs.AIcs.IRarXiv:2602.14367v22026
Cost-Efficient RAG for Entity Matching with LLMs: A Blocking-based Exploration
Chuangtao Ma, Zeyu Zhang, Arijit Khan +2
cs.DBcs.CLarXiv:2602.05708v12026
Latent Thoughts Tuning: Bridging Context and Reasoning with Fused Information in Latent Tokens
Weihao Liu, Dehai Min, Lu Cheng
cs.CLarXiv:2602.10229v22026
Molecular LLM Agents: From Architectural Design to Scientific Autonomy
Jiatong Li, Wengyu Zhang, Weida Wang +8
cs.CLcs.AIarXiv:2608.23104v12026

Computation and Language

DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

GradMem: Learning to Write Context into Memory with Test-Time Gradient Descent

Elastic Attention: Test-time Adaptive Sparsity Ratios for Efficient Transformers

Beyond Surface Cues: Disentangling Sociocultural Signals in Multilingual LLMs

Tulu 3: Pushing Frontiers in Open Language Model Post-Training

How Auditory Knowledge in LLM Backbones Shapes Audio Language Models: A Holistic Evaluation

Distilling Conversations: Abstract Compression of Conversational Audio Context for LLM-based ASR

PRiSM: Benchmarking Phone Realization in Speech Models

TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data

Style Transfer from Non-Parallel Text by Cross-Alignment

Mixture-of-Depths Attention

Accelerating Diffusion Language Models via Structured Suffix Modeling

A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network

A decoder-only foundation model for time-series forecasting

Beyond Scalar Rewards: Dense Feedback for LLM Policy Synthesis in Sequential Social Dilemmas

FROST: Filtering Reasoning Outliers with Attention for Efficient Reasoning

Self-Improving Pretraining: using post-trained models to pretrain better models

SEAR: Schema-Based Evaluation and Routing for LLM Gateways

Extract Free Dense Labels from CLIP

VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding

Using the Output Embedding to Improve Language Models

Multi-task Sequence to Sequence Learning

Latent Chain-of-Thought as Planning: Decoupling Reasoning from Verbalization

UnifiedQA: Crossing Format Boundaries With a Single QA System

Benchmarking Large Language Models for News Summarization

Knowledge is Not Enough: Injecting RL Skills for Continual Adaptation

MovieQA: Understanding Stories in Movies through Question-Answering

Aligning Agentic World Models via Knowledgeable Experience Learning

S2D2: Fast Decoding for Diffusion LLMs via Training-Free Self-Speculation

A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT

Beyond Unimodal Shortcuts: MLLMs as Cross-Modal Reasoners for Grounded Named Entity Recognition

DataFlex: A Unified Framework for Data-Centric Dynamic Training of Large Language Models

Learning to Commit: Generating Organic Pull Requests via Online Repository Memory

Learning Deep Structure-Preserving Image-Text Embeddings

Expectations and Practices around AI Disclosure in CS Research

KG-BERT: BERT for Knowledge Graph Completion

Enrich-Retrieve-Rank: Scaling Capability Discovery Beyond In-Context Routing

Adapted Large Language Models Can Outperform Medical Experts in Clinical Text Summarization

SE-Bench: Benchmarking Self-Evolution with Knowledge Internalization

SAGE: Benchmarking and Improving Retrieval for Deep Research Agents

Stop the Flip-Flop: Context-Preserving Verification for Fast Revocable Diffusion Decoding

ELI5: Long Form Question Answering

SPARC: Separating Perception And Reasoning Circuits for Test-time Scaling of VLMs

InftyThink+: Effective and Efficient Infinite-Horizon Reasoning via Reinforcement Learning

Balancing Understanding and Generation in Discrete Diffusion Models

Linguistic Knowledge and Transferability of Contextual Representations

DICE: Diffusion Large Language Models Excel at Generating CUDA Kernels

HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection

AutoSaddler: Automatic Harness Optimization with Durable Updates from Agent Execution Traces

Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis

TRACE: A Self-Evolving Skill Bank for Consistent, Limit-Aware LLM Agents

The Devil Behind Moltbook: Anthropic Safety is Always Vanishing in Self-Evolving AI Societies

When to Memorize and When to Stop: Gated Recurrent Memory for Long-Context Reasoning

CCNet: Extracting High Quality Monolingual Datasets from Web Crawl Data

MiniCPM-SALA: Hybridizing Sparse and Linear Attention for Efficient Long-Context Modeling

Privasis: Synthesizing the Largest "Public" Private Dataset from Scratch

InnoEval: On Research Idea Evaluation as a Knowledge-Grounded, Multi-Perspective Reasoning Problem

Cost-Efficient RAG for Entity Matching with LLMs: A Blocking-based Exploration

Latent Thoughts Tuning: Bridging Context and Reasoning with Fused Information in Latent Tokens

Molecular LLM Agents: From Architectural Design to Scientific Autonomy