Soujanya Poria

ORCID

Publication Activity (10 Years)

Years Active: 2010-2025
Publications (10 Years): 238

Top Venues

University of Stirling, UK (PHD)

Education History

University of Stirling, UK

PHD

Publications

Jing Wang, Raymon Tsao, Xuan Wang, Xiaojie Wang, Fangxiang Feng, Shiyu Tian, Soujanya Poria
Action-guided prompt tuning for video grounding. Inf. Fusion 113 (2025)
Qi Sun, Kun Huang, Xiaocui Yang, Rong Tong, Kun Zhang, Soujanya Poria
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet Extraction. WWW (2024)
Rishabh Bhardwaj, Do Duc Anh, Soujanya Poria
Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic. CoRR (2024)
Navonil Majumder, Chia-Yu Hung, Deepanway Ghosal, Wei-Ning Hsu, Rada Mihalcea, Soujanya Poria
Tango 2: Aligning Diffusion-based Text-to-Audio Generations through Direct Preference Optimization. CoRR (2024)
Rima Hazra, Sayan Layek, Somnath Banerjee, Soujanya Poria
Safety Arithmetic: A Framework for Test-time Safety Alignment of Language Models by Steering Parameters and Activations. CoRR (2024)
Deepanway Ghosal, Vernon Toh Yan Han, Yew Ken Chia, Soujanya Poria
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning. CoRR (2024)
Jan Melechovský, Zixun Guo, Deepanway Ghosal, Navonil Majumder, Dorien Herremans, Soujanya Poria
Mustango: Toward Controllable Text-to-Music Generation. NAACL-HLT (2024)
Chia-Yu Hung, Navonil Majumder, Ambuj Mehrish, Soujanya Poria
Reward Steering with Evolutionary Heuristics for Decoding-time Alignment. CoRR (2024)
Siqi Shen, Lajanugen Logeswaran, Moontae Lee, Honglak Lee, Soujanya Poria, Rada Mihalcea
Understanding the Capabilities and Limitations of Large Language Models for Cultural Commonsense. CoRR (2024)
Ankita Gandhi, Param Ahir, Kinjal Adhvaryu, Pooja Shah, Ritika Lohiya, Erik Cambria, Soujanya Poria, Amir Hussain
Hate speech detection: A comprehensive review of recent works. Expert Syst. J. Knowl. Eng. 41 (8) (2024)
Yanfei Dong, Lambert Deng, Jiazheng Zhang, Xiaodong Yu, Ting Lin, Francesco Gelli, Soujanya Poria, Wee Sun Lee
Lightweight Spatial Modeling for Combinatorial Information Extraction From Documents. CoRR (2024)
Pengfei Hong, Deepanway Ghosal, Navonil Majumder, Somak Aditya, Rada Mihalcea, Soujanya Poria
Stuck in the Quicksand of Numeracy, Far from AGI Summit: Evaluating LLMs' Mathematical Competency through Ontology-guided Perturbations. CoRR (2024)
Yingting Li, Ambuj Mehrish, Bryan Chew, Bo Cheng, Soujanya Poria
Leveraging Parameter-Efficient Transfer Learning for Multi-Lingual Text-to-Speech Adaptation. CoRR (2024)
Xingxuan Li, Ruochen Zhao, Yew Ken Chia, Bosheng Ding, Shafiq Joty, Soujanya Poria, Lidong Bing
Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources. ICLR (2024)
Rima Hazra, Sayan Layek, Somnath Banerjee, Soujanya Poria
Sowing the Wind, Reaping the Whirlwind: The Impact of Editing Language Models. CoRR (2024)
Wei Han, Hui Chen, Soujanya Poria
INSTRAUG: Automatic Instruction Augmentation for Multimodal Instruction Fine-tuning. CoRR (2024)
Yingting Li, Rishabh Bhardwaj, Ambuj Mehrish, Bo Cheng, Soujanya Poria
HyperTTS: Parameter Efficient Adaptation in Text to Speech using Hypernetworks. CoRR (2024)
Xiaocui Yang, Wenfang Wu, Shi Feng, Ming Wang, Daling Wang, Yang Li, Qi Sun, Yifei Zhang, Xiaoming Fu, Soujanya Poria
MM-InstructEval: Zero-Shot Evaluation of (Multimodal) Large Language Models on Multimodal Reasoning Tasks. CoRR (2024)
Rima Hazra, Sayan Layek, Somnath Banerjee, Soujanya Poria
Sowing the Wind, Reaping the Whirlwind: The Impact of Editing Language Models. ACL (Findings) (2024)
Vernon Toh Yan Han, Rishabh Bhardwaj, Soujanya Poria
Ruby Teaming: Improving Quality Diversity Search with Memory for Automated Red Teaming. CoRR (2024)
Yew Ken Chia, Vernon Toh, Deepanway Ghosal, Lidong Bing, Soujanya Poria
PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns. ACL (Findings) (2024)
Zhifeng Kong, Sang-gil Lee, Deepanway Ghosal, Navonil Majumder, Ambuj Mehrish, Rafael Valle, Soujanya Poria, Bryan Catanzaro
Improving Text-To-Audio Models with Synthetic Captions. CoRR (2024)
Qi Sun, Kun Huang, Xiaocui Yang, Rong Tong, Kun Zhang, Soujanya Poria
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet Extraction. CoRR (2024)
Zonglin Yang, Xinya Du, Junxian Li, Jie Zheng, Soujanya Poria, Erik Cambria
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery. ACL (Findings) (2024)
Yingting Li, Rishabh Bhardwaj, Ambuj Mehrish, Bo Cheng, Soujanya Poria
HYPERTTS: Parameter Efficient Adaptation in Text to Speech Using Hypernetworks. LREC/COLING (2024)
Xiang Li, Fan Bu, Ambuj Mehrish, Yingting Li, Jiale Han, Bo Cheng, Soujanya Poria
CM-TTS: Enhancing Real Time Text-to-Speech Synthesis Efficiency through Weighted Samplers and Consistency Models. CoRR (2024)
Jaeyong Kang, Soujanya Poria, Dorien Herremans
Video2Music: Suitable music generation from videos using an Affective Multimodal Transformer model. Expert Syst. Appl. 249 (2024)
Xianbing Zhao, Soujanya Poria, Xuejiao Li, Yixin Chen, Buzhou Tang
Toward Robust Multimodal Learning using Multimodal Foundational Models. CoRR (2024)
Yew Ken Chia, Vernon Toh Yan Han, Deepanway Ghosal, Lidong Bing, Soujanya Poria
PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns. CoRR (2024)
Rishabh Bhardwaj, Do Duc Anh, Soujanya Poria
Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic. ACL (1) (2024)
Soujanya Poria
Understanding, Leveraging, and Improving Large Language Models. WWW (Companion Volume) (2024)
Pala Tej Deep, Rishabh Bhardwaj, Soujanya Poria
DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling. CoRR (2024)
Siqi Shen, Lajanugen Logeswaran, Moontae Lee, Honglak Lee, Soujanya Poria, Rada Mihalcea
Understanding the Capabilities and Limitations of Large Language Models for Cultural Commonsense. NAACL-HLT (2024)
Abhinav Ramesh Kashyap, Thanh-Tung Nguyen, Viktor Schlegel, Stefan Winkler, See-Kiong Ng, Soujanya Poria
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the CHATGPT Era and Beyond. EACL (1) (2024)
Pengfei Hong, Rishabh Bhardwaj, Navonil Majumder, Somak Aditya, Soujanya Poria
ReMask: A Robust Information-Masking Approach for Domain Counterfactual Generation. CoRR (2023)
Qi Sun, Kun Huang, Xiaocui Yang, Pengfei Hong, Kun Zhang, Soujanya Poria
Uncertainty Guided Label Denoising for Document-level Distant Relation Extraction. CoRR (2023)
Deepanway Ghosal, Yew Ken Chia, Navonil Majumder, Soujanya Poria
Flacuna: Unleashing the Problem Solving Power of Vicuna using FLAN Fine-Tuning. CoRR (2023)
Ambuj Mehrish, Navonil Majumder, Rishabh Bharadwaj, Rada Mihalcea, Soujanya Poria
A review of deep learning techniques for speech processing. Inf. Fusion 99 (2023)
Zonglin Yang, Xinya Du, Junxian Li, Jie Zheng, Soujanya Poria, Erik Cambria
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery. CoRR (2023)
Ambuj Mehrish, Abhinav Ramesh Kashyap, Yingting Li, Navonil Majumder, Soujanya Poria
ADAPTERMIX: Exploring the Efficacy of Mixture of Adapters for Low-Resource TTS Adaptation. INTERSPEECH (2023)
Yanfei Dong, Lambert Deng, Jiazheng Zhang, Xiaodong Yu, Ting Lin, Francesco Gelli, Soujanya Poria, Wee Sun Lee
Lightweight Spatial Modeling for Combinatorial Information Extraction From Documents. EACL (Findings) (2023)
Ambuj Mehrish, Abhinav Ramesh Kashyap, Yingting Li, Navonil Majumder, Soujanya Poria
ADAPTERMIX: Exploring the Efficacy of Mixture of Adapters for Low-Resource TTS Adaptation. CoRR (2023)
Zhiqiang Hu, Yihuai Lan, Lei Wang, Wanyu Xu, Ee-Peng Lim, Roy Ka-Wei Lee, Lidong Bing, Soujanya Poria
LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models. CoRR (2023)
Yingting Li, Ambuj Mehrish, Rishabh Bhardwaj, Navonil Majumder, Bo Cheng, Shuai Zhao, Amir Zadeh, Rada Mihalcea, Soujanya Poria
Evaluating Parameter-Efficient Transfer Learning Approaches on SURE Benchmark for Speech Understanding. ICASSP (2023)
Rishabh Bhardwaj, Tushar Vaidya, Soujanya Poria
Adapter Pruning using Tropical Characterization. EMNLP (Findings) (2023)
Rishabh Bhardwaj, Soujanya Poria
Language Model Unalignment: Parametric Red-Teaming to Expose Hidden Harms and Biases. CoRR (2023)
Yew Ken Chia, Hui Chen, Wei Han, Guizhen Chen, Sharifah Mahani Aljunied, Soujanya Poria, Lidong Bing
Domain-Expanded ASTE: Rethinking Generalization in Aspect Sentiment Triplet Extraction. CoRR (2023)
Xiaocui Yang, Shi Feng, Daling Wang, Sun Qi, Wenfang Wu, Yifei Zhang, Pengfei Hong, Soujanya Poria
Few-shot Joint Multimodal Aspect-Sentiment Analysis Based on Generative Multimodal Prompt. CoRR (2023)
Hui Chen, Pengfei Hong, Wei Han, Navonil Majumder, Soujanya Poria
Dialogue Relation Extraction with Document-Level Heterogeneous Graph Attention Networks. Cogn. Comput. 15 (2) (2023)
Yew Ken Chia, Guizhen Chen, Luu Anh Tuan, Soujanya Poria, Lidong Bing
Contrastive Chain-of-Thought Prompting. CoRR (2023)
Ankita Gandhi, Kinjal Adhvaryu, Soujanya Poria, Erik Cambria, Amir Hussain
Multimodal sentiment analysis: A systematic review of history, datasets, multimodal fusion methods, applications, challenges and future directions. Inf. Fusion 91 (2023)
Yi Xuan Tan, Navonil Majumder, Soujanya Poria
Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language Understanding. INTERSPEECH (2023)
Rishabh Bhardwaj, Tushar Vaidya, Soujanya Poria
Adapter Pruning using Tropical Characterization. CoRR (2023)
Qi Sun, Kun Huang, Xiaocui Yang, Pengfei Hong, Kun Zhang, Soujanya Poria
Uncertainty Guided Label Denoising for Document-level Distant Relation Extraction. ACL (1) (2023)
Yi Xuan Tan, Navonil Majumder, Soujanya Poria
Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language Understanding. CoRR (2023)
Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang, Soujanya Poria
Few-shot Multimodal Sentiment Analysis Based on Multimodal Probabilistic Fusion Prompts. ACM Multimedia (2023)
Deepanway Ghosal, Navonil Majumder, Roy Lee, Rada Mihalcea, Soujanya Poria
Language Guided Visual Question Answering: Elevate Your Multimodal Language Model Using Knowledge-Enriched Prompts. EMNLP (Findings) (2023)
Bhavitvya Malik, Abhinav Ramesh Kashyap, Min-Yen Kan, Soujanya Poria
UDAPTER - Efficient Domain Adaptation Using Adapters. EACL (2023)
Rishabh Bhardwaj, Yingting Li, Navonil Majumder, Bo Cheng, Soujanya Poria
kNN-CM: A Non-parametric Inference-Phase Adaptation of Parametric Text Classifiers. EMNLP (Findings) (2023)
Bhavitvya Malik, Abhinav Ramesh Kashyap, Min-Yen Kan, Soujanya Poria
UDApter - Efficient Domain Adaptation Using Adapters. CoRR (2023)
Yew Ken Chia, Pengfei Hong, Lidong Bing, Soujanya Poria
INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models. CoRR (2023)
Jaeyong Kang, Soujanya Poria, Dorien Herremans
Video2Music: Suitable Music Generation from Videos using an Affective Multimodal Transformer model. CoRR (2023)
Yingting Li, Ambuj Mehrish, Shuai Zhao, Rishabh Bhardwaj, Amir Zadeh, Navonil Majumder, Rada Mihalcea, Soujanya Poria
Evaluating Parameter-Efficient Transfer Learning Approaches on SURE Benchmark for Speech Understanding. CoRR (2023)
Xingxuan Li, Ruochen Zhao, Yew Ken Chia, Bosheng Ding, Lidong Bing, Shafiq R. Joty, Soujanya Poria
Chain of Knowledge: A Framework for Grounding Large Language Models with Structured Knowledge Bases. CoRR (2023)
Abhinav Ramesh Kashyap, Thanh-Tung Nguyen, Viktor Schlegel, Stefan Winkler, See-Kiong Ng, Soujanya Poria
Beyond Words: A Comprehensive Survey of Sentence Representations. CoRR (2023)
Zhiqiang Hu, Lei Wang, Yihuai Lan, Wanyu Xu, Ee-Peng Lim, Lidong Bing, Xing Xu, Soujanya Poria, Roy Ka-Wei Lee
LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models. EMNLP (2023)
Xiaocui Yang, Wenfang Wu, Shi Feng, Ming Wang, Daling Wang, Yang Li, Qi Sun, Yifei Zhang, Xiaoming Fu, Soujanya Poria
MM-BigBench: Evaluating Multimodal Models on Multimodal Content Comprehension Tasks. CoRR (2023)
Rishabh Bhardwaj, Soujanya Poria
Red-Teaming Large Language Models using Chain of Utterances for Safety-Alignment. CoRR (2023)
Xiaocui Yang, Shi Feng, Daling Wang, Qi Sun, Wenfang Wu, Yifei Zhang, Pengfei Hong, Soujanya Poria
Few-shot Joint Multimodal Aspect-Sentiment Analysis Based on Generative Multimodal Prompt. ACL (Findings) (2023)
Soujanya Poria, Devamanyu Hazarika, Navonil Majumder, Rada Mihalcea
Beneath the Tip of the Iceberg: Current Challenges and New Directions in Sentiment Analysis Research. IEEE Trans. Affect. Comput. 14 (1) (2023)
Pengfei Hong, Rishabh Bhardwaj, Navonil Majumder, Somak Aditya, Soujanya Poria
A Robust Information-Masking Approach for Domain Counterfactual Generation. ACL (Findings) (2023)
Hoang Thang Ta, Abu Bakar Siddiqur Rahman, Navonil Majumder, Amir Hussain, Lotfollah Najjar, Newton Howard, Soujanya Poria, Alexander F. Gelbukh
WikiDes: A Wikipedia-based dataset for generating short descriptions from paragraphs. Inf. Fusion 90 (2023)
Deepanway Ghosal, Navonil Majumder, Ambuj Mehrish, Soujanya Poria
Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model. CoRR (2023)
Wei Han, Hui Chen, Min-Yen Kan, Soujanya Poria
SAS Video-QA: Self-Adaptive Sampling for Efficient Video Question-Answering. CoRR (2023)
Xiaocui Yang, Shi Feng, Daling Wang, Pengfei Hong, Soujanya Poria
Multiple Contrastive Learning for Multimodal Sentiment Analysis. ICASSP (2023)
Deepanway Ghosal, Navonil Majumder, Roy Ka-Wei Lee, Rada Mihalcea, Soujanya Poria
Language Guided Visual Question Answering: Elevate Your Multimodal Language Model Using Knowledge-Enriched Prompts. CoRR (2023)
Deepanway Ghosal, Navonil Majumder, Ambuj Mehrish, Soujanya Poria
Text-to-Audio Generation using Instruction Guided Latent Diffusion Model. ACM Multimedia (2023)
Xiaocui Yang, Shi Feng, Daling Wang, Pengfei Hong, Soujanya Poria
Few-shot Multimodal Sentiment Analysis based on Multimodal Probabilistic Fusion Prompts. CoRR (2022)
Devamanyu Hazarika, Yingting Li, Bo Cheng, Shuai Zhao, Roger Zimmermann, Soujanya Poria
Analyzing Modality Robustness in Multimodal Sentiment Analysis. CoRR (2022)
Yew Ken Chia, Lidong Bing, Sharifah Mahani Aljunied, Luo Si, Soujanya Poria
A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach. EMNLP (2022)
Abhinaba Roy, Deepanway Ghosal, Erik Cambria, Navonil Majumder, Rada Mihalcea, Soujanya Poria
Improving Zero-Shot Learning Baselines with Commonsense Knowledge. Cogn. Comput. 14 (6) (2022)
Wei Han, Hui Chen, Min-Yen Kan, Soujanya Poria
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality Sequences. EMNLP (2022)
Deepanway Ghosal, Siqi Shen, Navonil Majumder, Rada Mihalcea, Soujanya Poria
CICERO: A Dataset for Contextualized Commonsense Inference in Dialogues. ACL (1) (2022)
Hui Chen, Wei Han, Diyi Yang, Soujanya Poria
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification. COLING (2022)
Wei Han, Hui Chen, Min-Yen Kan, Soujanya Poria
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality Sequences. CoRR (2022)
Shagun Uppal, Sarthak Bhagat, Devamanyu Hazarika, Navonil Majumder, Soujanya Poria, Roger Zimmermann, Amir Zadeh
Multimodal research in vision and language: A review of current and emerging trends. Inf. Fusion 77 (2022)
Hui Chen, Wei Han, Soujanya Poria
SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training. EMNLP (Findings) (2022)
Yew Ken Chia, Lidong Bing, Sharifah Aljunied Mahani, Luo Si, Soujanya Poria
A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach. CoRR (2022)
Navonil Majumder, Rishabh Bhardwaj, Soujanya Poria, Alexander F. Gelbukh, Amir Hussain
Improving aspect-level sentiment analysis with aspect extraction. Neural Comput. Appl. 34 (11) (2022)
Hui Chen, Wei Han, Soujanya Poria
SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training. CoRR (2022)
Abhinav Ramesh Kashyap, Devamanyu Hazarika, Min-Yen Kan, Roger Zimmermann, Soujanya Poria
So Different Yet So Alike! Constrained Unsupervised Text Style Transfer. CoRR (2022)
Siqi Shen, Verónica Pérez-Rosas, Charles Welch, Soujanya Poria, Rada Mihalcea
Knowledge Enhanced Reflection Generation for Counseling Dialogues. ACL (1) (2022)
Rishabh Bhardwaj, Tushar Vaidya, Soujanya Poria
Towards solving NLP tasks with optimal transport loss. J. King Saud Univ. Comput. Inf. Sci. 34 (10, Part B) (2022)
Navonil Majumder, Deepanway Ghosal, Devamanyu Hazarika, Alexander F. Gelbukh, Rada Mihalcea, Soujanya Poria
Exemplars-Guided Empathetic Response Generation Controlled by the Elements of Human Communication. IEEE Access 10 (2022)
Siqi Shen, Deepanway Ghosal, Navonil Majumder, Henry Lim, Rada Mihalcea, Soujanya Poria
Multiview Contextual Commonsense Inference: A New Dataset and Task. CoRR (2022)
Wei Han, Hui Chen, Zhen Hai, Soujanya Poria, Lidong Bing
SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning. CoRR (2022)
Jiafei Duan, Samson Yu, Soujanya Poria, Bihan Wen, Cheston Tan
PIP: Physical Interaction Prediction via Mental Simulation with Span Selection. ECCV (35) (2022)
Rishabh Bhardwaj, Amrita Saha, Steven C. H. Hoi, Soujanya Poria
Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding. EMNLP (2022)
Deepanway Ghosal, Navonil Majumder, Rada Mihalcea, Soujanya Poria
Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering. CoRR (2022)
Deepanway Ghosal, Navonil Majumder, Rada Mihalcea, Soujanya Poria
Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering. EMNLP (2022)

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Publication Activity (10 Years)

Top Topics

Top Venues

Soujanya Poria