Papers
Classifier-Augmented Generation for Structured Workflow Prediction
Thomas Gschwind, Shramona Chakraborty, Nitin Gupta et al.
Taming the Real-world Complexities in CPT E/M Coding with Large Language Models
Islam Nassar, Yang Lin, Yuan Jin et al.
TelAgentBench: A Multi-faceted Benchmark for Evaluating LLM-based Agents in Telecommunications
Sunwoo Lee, Daseong Jang, Dhammiko Arya et al.
InstaJudge: Aligning Judgment Bias of LLM-as-Judge with Humans in Industry Applications
Myeongjun Erik Jang, Fran Silavong
Cost-Effective E-Commerce Catalog Translation at Scale Ensuring Named Entity Protection
Asier Gutiérrez-Fandiño, Jorge Yero Salazar, Clement Ruin et al.
Auto-Weighted Group Relative Preference Optimization for Multi-Objective Text Generation Tasks
Yuki Ichihara, Yuu Jinnai
Learning from LLM Agents: In-Context Generative Models for Text Casing in E-Commerce Ads
Yingxue Zhou, Tan Zhu, Tao Zeng et al.
GSID: Generative Semantic Indexing for E-Commerce Product Understanding
Haiyang Yang, Qinye Xie, Qingheng Zhang et al.
Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance
Zixuan Wang, Yu Sun, Hongwei Wang et al.
On Assigning Product and Software Codes to Customer Service Requests with Large Language Models
Sujatha Das Gollapalli, Mouad Hakam, Mingzhe Du et al.
Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improve Without Labels or Model Updates
Wen-Kwang Tsao, Yao-Ching Yu, Chien-Ming Huang
REIC: RAG-Enhanced Intent Classification at Scale
Ziji Zhang, Michael Yang, Zhiyu Chen et al.
RAGulator: Lightweight Out-of-Context Detectors for Grounded Text Generation
Ian Poey, Jiajun Liu, Qishuai Zhong
LLM-Based Dialogue Labeling for Multiturn Adaptive RAG
Zhiyu Chen, Biancen Xie, Sidarth Srinivasan et al.
LLMs on a Budget? Say HOLA
Zohaib Hasan Siddiqui, Jiechao Gao, Ebad Shabbir et al.
An Address Intelligence Framework for E-commerce Deliveries
Gokul Swamy, Aman Gulati, Srinivas Virinchi et al.
Truth, Trust, and Trouble: Medical AI on the Edge
Mohammad Anas Azeez, Rafiq Ali, Ebad Shabbir et al.
UniEDU: Toward Unified and Efficient Large Multimodal Models for Educational Tasks
Zhendong Chu, Jian Xie, Shen Wang et al.
SEARA: An Automated Approach for Obtaining Optimal Retrievers
Zou Yuheng, Wang Yiran Yiran, Tian Yuzhu et al.
Datasets and Recipes for Video Temporal Grounding via Reinforcement Learning
Ruizhe Chen, Tianze Luo, Zhiting Fan et al.
Transparent Reference-free Automated Evaluation of Open-Ended User Survey Responses
Subin An, Yugyeong Ji, Junyoung Kim et al.
Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation
Xujun Peng, Anoop Kumar, Jingyu Wu et al.
Auto prompting without training labels: An LLM cascade for product quality assessment in e-commerce catalogs
Soham Satyadharma, Fatemeh Sheikholeslami, Swati Kaul et al.
Agent vs. Agent: Automated Data Generation and Red-Teaming for Custom Agentic Workflows
Ninad Kulkarni, Xian Wu, Siddharth Varia et al.
Enhancing Foundation Models in Transaction Understanding with LLM-based Sentence Embeddings
Xiran Fan, Zhimeng Jiang, Chin-Chia Michael Yeh et al.