Dheeraj Mekala

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 33

Top Topics

Text Classification

Top Venues

EMNLP (Findings)

Publications

Dheeraj Mekala, Alex Nguyen, Jingbo Shang
Smaller Language Models are capable of selecting Instruction-Tuning Training Data for Larger Language Models. ACL (Findings) (2024)
Dheeraj Mekala, Alex Nguyen, Jingbo Shang
Smaller Language Models are capable of selecting Instruction-Tuning Training Data for Larger Language Models. CoRR (2024)
Alex Nguyen, Zilong Wang, Jingbo Shang, Dheeraj Mekala
DOCMASTER: A Unified Platform for Annotation, Training, & Inference in Document Question-Answering. CoRR (2024)
Alex Nguyen, Dheeraj Mekala, Chengyu Dong, Jingbo Shang
When is the consistent prediction likely to be a correct prediction? CoRR (2024)
Dheeraj Mekala, Jason Weston, Jack Lanchantin, Roberta Raileanu, Maria Lomeli, Jingbo Shang, Jane Dwivedi-Yu
TOOLVERIFIER: Generalization to New Tools via Self-Verification. CoRR (2024)
Yasaman Jafari, Dheeraj Mekala, Rose Yu, Taylor Berg-Kirkpatrick
MORL-Prompt: An Empirical Analysis of Multi-Objective Reinforcement Learning for Discrete Prompt Optimization. CoRR (2024)
Dheeraj Mekala, Adithya Samavedhi, Chengyu Dong, Jingbo Shang
SELFOOD: Self-Supervised Out-Of-Distribution Detection via Learning to Rank. EMNLP (Findings) (2023)
Zihan Wang, Tianle Wang, Dheeraj Mekala, Jingbo Shang
A Benchmark on Extremely Weakly Supervised Text Classification: Reconcile Seed Matching and Prompting Approaches. ACL (Findings) (2023)
Zihan Wang, Tianle Wang, Dheeraj Mekala, Jingbo Shang
A Benchmark on Extremely Weakly Supervised Text Classification: Reconcile Seed Matching and Prompting Approaches. CoRR (2023)
Dheeraj Mekala, Adithya Samavedhi, Chengyu Dong, Jingbo Shang
SELFOOD: Self-Supervised Out-Of-Distribution Detection via Learning to Rank. CoRR (2023)
Dawei Li, Yaxuan Li, Dheeraj Mekala, Shuyao Li, Yulin Wang, Xueqi Wang, William Hogan, Jingbo Shang
DAIL: Data Augmentation for In-Context Learning via Self-Paraphrase. CoRR (2023)
Dheeraj Mekala, Jason Andrew Wolfe, Subhro Roy
ZEROTOP: Zero-Shot Task-Oriented Semantic Parsing using Large Language Models. EMNLP (2023)
Sudhanshu Ranjan, Dheeraj Mekala, Jingbo Shang
Progressive Sentiment Analysis for Code-Switched Text Data. EMNLP (Findings) (2022)
Dheeraj Mekala, Tu Vu, Timo Schick, Jingbo Shang
Leveraging QA Datasets to Improve Generative Data Augmentation. EMNLP (2022)
Dheeraj Mekala, Jason Andrew Wolfe, Subhro Roy
ZEROTOP: Zero-Shot Task-Oriented Semantic Parsing using Large Language Models. CoRR (2022)
Dheeraj Mekala, Tu Vu, Jingbo Shang
Intermediate Training on Question Answering Datasets Improves Generative Data Augmentation. CoRR (2022)
Sudhanshu Ranjan, Dheeraj Mekala, Jingbo Shang
Progressive Sentiment Analysis for Code-Switched Text Data. CoRR (2022)
Dheeraj Mekala, Chengyu Dong, Jingbo Shang
LOPS: Learning Order Inspired Pseudo-Label Selection for Weakly Supervised Text Classification. CoRR (2022)
Dheeraj Mekala, Chengyu Dong, Jingbo Shang
LOPS: Learning Order Inspired Pseudo-Label Selection for Weakly Supervised Text Classification. EMNLP (Findings) (2022)
Zihan Wang, Dheeraj Mekala, Jingbo Shang
X-Class: Text Classification with Extremely Weak Supervision. NAACL-HLT (2021)
Dheeraj Mekala, Varun Gangal, Jingbo Shang
Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data. CoRR (2021)
Xiuwen Zheng, Dheeraj Mekala, Amarnath Gupta, Jingbo Shang
News Meets Microblog: Hashtag Annotation via Retriever-Generator. CoRR (2021)
Zichao Li, Dheeraj Mekala, Chengyu Dong, Jingbo Shang
BFClass: A Backdoor-free Text Classification Framework. CoRR (2021)
Zichao Li, Dheeraj Mekala, Chengyu Dong, Jingbo Shang
BFClass: A Backdoor-free Text Classification Framework. EMNLP (Findings) (2021)
Dheeraj Mekala, Varun Gangal, Jingbo Shang
Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data. EMNLP (1) (2021)
Dheeraj Mekala, Xinyang Zhang, Jingbo Shang
META: Metadata-Empowered Weak Supervision for Text Classification. EMNLP (1) (2020)
Dheeraj Mekala, Jingbo Shang
Contextualized Weak Supervision for Text Classification. ACL (2020)
Zihan Wang, Dheeraj Mekala, Jingbo Shang
X-Class: Text Classification with Extremely Weak Supervision. CoRR (2020)
Rahul Wadbude, Vivek Gupta, Dheeraj Mekala, Harish Karnick
User bias removal in review score prediction. COMAD/CODS (2018)
Dheeraj Mekala, Vivek Gupta, Purushottam Kar, Harish Karnick
Bayes-optimal Hierarchical Classification over Asymmetric Tree-Distance Loss. CoRR (2018)
Dheeraj Mekala, Vivek Gupta, Bhargavi Paranjape, Harish Karnick
SCDV : Sparse Composite Document Vectors using soft clustering over distributional representations. EMNLP (2017)
Rahul Wadbude, Vivek Gupta, Dheeraj Mekala, Janish Jindal, Harish Karnick
User Bias Removal in Fine Grained Sentiment Analysis. CoRR (2016)
Dheeraj Mekala, Vivek Gupta, Harish Karnick
Text classification with sparse composite document vectors. CoRR (2016)