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ORCIDSoujanya Poria
Person information
- affiliation: Singapore University of Technology and Design, Singapore
- affiliation (2017 - 2019): Nanyang Technological University, Singapore
- affiliation (PhD 2017): University of Stirling, UK
- affiliation: Jadavpur University, Kolkata, India
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2020 – today
- 2025
[j49]Jing Wang
, Raymon Tsao, Xuan Wang, Xiaojie Wang, Fangxiang Feng, Shiyu Tian, Soujanya Poria:
Action-guided prompt tuning for video grounding. Inf. Fusion 113: 102577 (2025)- 2024
- [j48]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) - [j47]Jaeyong Kang, Soujanya Poria, Dorien Herremans:
Video2Music: Suitable music generation from videos using an Affective Multimodal Transformer model. Expert Syst. Appl. 249: 123640 (2024) - [c107]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: 13545-13565 - [c106]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: 14138-14149 - [c105]Rima Hazra, Sayan Layek, Somnath Banerjee, Soujanya Poria:
Sowing the Wind, Reaping the Whirlwind: The Impact of Editing Language Models. ACL (Findings) 2024: 16227-16239 - [c104]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: 16259-16273 - [c103]Yingting Li, Rishabh Bhardwaj, Ambuj Mehrish, Bo Cheng, Soujanya Poria:
HYPERTTS: Parameter Efficient Adaptation in Text to Speech Using Hypernetworks. LREC/COLING 2024: 8516-8527 - [c102]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: 1738-1751 - [c101]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 - [c100]Wei Han, Hui Chen, Min-Yen Kan, Soujanya Poria:
Self-Adaptive Sampling for Accurate Video Question Answering on Image Text Models. NAACL-HLT (Findings) 2024: 2522-2534 - [c99]Xiang Li, FanBu FanBu, 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. NAACL-HLT (Findings) 2024: 3777-3794 - [c98]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: 5668-5680 - [c97]Jan Melechovský, Zixun Guo, Deepanway Ghosal, Navonil Majumder, Dorien Herremans, Soujanya Poria:
Mustango: Toward Controllable Text-to-Music Generation. NAACL-HLT 2024: 8293-8316 - [c96]Soujanya Poria:
Understanding, Leveraging, and Improving Large Language Models. WWW (Companion Volume) 2024: 1805 - [c95]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: 4407-4416 - [i110]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 abs/2401.09395 (2024) - [i109]Rima Hazra, Sayan Layek, Somnath Banerjee, Soujanya Poria:
Sowing the Wind, Reaping the Whirlwind: The Impact of Editing Language Models. CoRR abs/2401.10647 (2024) - [i108]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 abs/2401.13598 (2024) - [i107]Xianbing Zhao, Soujanya Poria, Xuejiao Li, Yixin Chen, Buzhou Tang:
Toward Robust Multimodal Learning using Multimodal Foundational Models. CoRR abs/2401.13697 (2024) - [i106]Rishabh Bhardwaj, Do Duc Anh, Soujanya Poria:
Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic. CoRR abs/2402.11746 (2024) - [i105]Wei Han, Hui Chen, Soujanya Poria:
INSTRAUG: Automatic Instruction Augmentation for Multimodal Instruction Fine-tuning. CoRR abs/2402.14492 (2024) - [i104]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 abs/2403.03864 (2024) - [i103]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 abs/2403.13315 (2024) - [i102]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 abs/2404.00569 (2024) - [i101]Yingting Li, Rishabh Bhardwaj, Ambuj Mehrish, Bo Cheng, Soujanya Poria:
HyperTTS: Parameter Efficient Adaptation in Text to Speech using Hypernetworks. CoRR abs/2404.04645 (2024) - [i100]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 abs/2404.09956 (2024) - [i99]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 abs/2405.04655 (2024) - [i98]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 abs/2405.06701 (2024) - [i97]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 abs/2405.07229 (2024) - [i96]Pala Tej Deep, Rishabh Bhardwaj, Soujanya Poria:
DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling. CoRR abs/2406.11617 (2024) - [i95]Vernon Toh Yan Han, Rishabh Bhardwaj, Soujanya Poria:
Ruby Teaming: Improving Quality Diversity Search with Memory for Automated Red Teaming. CoRR abs/2406.11654 (2024) - [i94]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 abs/2406.11801 (2024) - [i93]Chia-Yu Hung, Navonil Majumder, Ambuj Mehrish, Soujanya Poria:
Reward Steering with Evolutionary Heuristics for Decoding-time Alignment. CoRR abs/2406.15193 (2024) - [i92]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 abs/2406.15487 (2024) - [i91]Yingting Li, Ambuj Mehrish, Bryan Chew, Bo Cheng, Soujanya Poria:
Leveraging Parameter-Efficient Transfer Learning for Multi-Lingual Text-to-Speech Adaptation. CoRR abs/2406.17257 (2024) - 2023
- [j46]Hui Chen, Pengfei Hong, Wei Han, Navonil Majumder, Soujanya Poria:
Dialogue Relation Extraction with Document-Level Heterogeneous Graph Attention Networks. Cogn. Comput. 15(2): 793-802 (2023) - [j45]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: 265-282 (2023) - [j44]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: 424-444 (2023) - [j43]Ambuj Mehrish, Navonil Majumder, Rishabh Bharadwaj, Rada Mihalcea, Soujanya Poria:
A review of deep learning techniques for speech processing. Inf. Fusion 99: 101869 (2023) - [j42]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): 108-132 (2023) - [c94]Pengfei Hong, Rishabh Bhardwaj, Navonil Majumder, Somak Aditya, Soujanya Poria:
A Robust Information-Masking Approach for Domain Counterfactual Generation. ACL (Findings) 2023: 3756-3769 - [c93]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: 11575-11589 - [c92]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: 15960-15973 - [c91]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: 1441-1454 - [c90]Bhavitvya Malik, Abhinav Ramesh Kashyap, Min-Yen Kan, Soujanya Poria:
UDAPTER - Efficient Domain Adaptation Using Adapters. EACL 2023: 2241-2255 - [c89]Rishabh Bhardwaj, Tushar Vaidya, Soujanya Poria:
Adapter Pruning using Tropical Characterization. EMNLP (Findings) 2023: 1699-1706 - [c88]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: 5254-5276 - [c87]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. EMNLP (Findings) 2023: 12096-12102 - [c86]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: 13546-13557 - [c85]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: 1-5 - [c84]Xiaocui Yang, Shi Feng, Daling Wang, Pengfei Hong, Soujanya Poria:
Multiple Contrastive Learning for Multimodal Sentiment Analysis. ICASSP 2023: 1-5 - [c83]Yi Xuan Tan, Navonil Majumder, Soujanya Poria:
Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language Understanding. INTERSPEECH 2023: 3914-3918 - [c82]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: 4284-4288 - [c81]Deepanway Ghosal, Navonil Majumder, Ambuj Mehrish, Soujanya Poria:
Text-to-Audio Generation using Instruction Guided Latent Diffusion Model. ACM Multimedia 2023: 3590-3598 - [c80]Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang, Soujanya Poria:
Few-shot Multimodal Sentiment Analysis Based on Multimodal Probabilistic Fusion Prompts. ACM Multimedia 2023: 6045-6053 - [i90]Bhavitvya Malik, Abhinav Ramesh Kashyap, Min-Yen Kan, Soujanya Poria:
UDApter - Efficient Domain Adaptation Using Adapters. CoRR abs/2302.03194 (2023) - [i89]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 abs/2303.03267 (2023) - [i88]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 abs/2304.01933 (2023) - [i87]Deepanway Ghosal, Navonil Majumder, Ambuj Mehrish, Soujanya Poria:
Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model. CoRR abs/2304.13731 (2023) - [i86]Pengfei Hong, Rishabh Bhardwaj, Navonil Majumder, Somak Aditya, Soujanya Poria:
ReMask: A Robust Information-Masking Approach for Domain Counterfactual Generation. CoRR abs/2305.02858 (2023) - [i85]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 abs/2305.10169 (2023) - [i84]Qi Sun, Kun Huang, Xiaocui Yang, Pengfei Hong, Kun Zhang, Soujanya Poria:
Uncertainty Guided Label Denoising for Document-level Distant Relation Extraction. CoRR abs/2305.11029 (2023) - [i83]Yi Xuan Tan, Navonil Majumder, Soujanya Poria:
Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language Understanding. CoRR abs/2305.12301 (2023) - [i82]Abhinav Ramesh Kashyap, Thanh-Tung Nguyen, Viktor Schlegel, Stefan Winkler, See-Kiong Ng, Soujanya Poria:
Beyond Words: A Comprehensive Survey of Sentence Representations. CoRR abs/2305.12641 (2023) - [i81]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 abs/2305.13269 (2023) - [i80]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 abs/2305.14434 (2023) - [i79]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 abs/2305.18028 (2023) - [i78]Yew Ken Chia, Pengfei Hong, Lidong Bing, Soujanya Poria:
INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models. CoRR abs/2306.04757 (2023) - [i77]Deepanway Ghosal, Yew Ken Chia, Navonil Majumder, Soujanya Poria:
Flacuna: Unleashing the Problem Solving Power of Vicuna using FLAN Fine-Tuning. CoRR abs/2307.02053 (2023) - [i76]Wei Han, Hui Chen, Min-Yen Kan, Soujanya Poria:
SAS Video-QA: Self-Adaptive Sampling for Efficient Video Question-Answering. CoRR abs/2307.04192 (2023) - [i75]Rishabh Bhardwaj, Soujanya Poria:
Red-Teaming Large Language Models using Chain of Utterances for Safety-Alignment. CoRR abs/2308.09662 (2023) - [i74]Zonglin Yang, Xinya Du, Junxian Li, Jie Zheng, Soujanya Poria, Erik Cambria:
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery. CoRR abs/2309.02726 (2023) - [i73]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 abs/2310.09036 (2023) - [i72]Rishabh Bhardwaj, Soujanya Poria:
Language Model Unalignment: Parametric Red-Teaming to Expose Hidden Harms and Biases. CoRR abs/2310.14303 (2023) - [i71]Rishabh Bhardwaj, Tushar Vaidya, Soujanya Poria:
Adapter Pruning using Tropical Characterization. CoRR abs/2310.19232 (2023) - [i70]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 abs/2310.20159 (2023) - [i69]Jaeyong Kang, Soujanya Poria, Dorien Herremans:
Video2Music: Suitable Music Generation from Videos using an Affective Multimodal Transformer model. CoRR abs/2311.00968 (2023) - [i68]Yew Ken Chia, Guizhen Chen, Luu Anh Tuan, Soujanya Poria, Lidong Bing:
Contrastive Chain-of-Thought Prompting. CoRR abs/2311.09277 (2023) - 2022
- [j41]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: 77176-77190 (2022) - [j40]Abhinaba Roy, Deepanway Ghosal, Erik Cambria, Navonil Majumder, Rada Mihalcea, Soujanya Poria:
Improving Zero-Shot Learning Baselines with Commonsense Knowledge. Cogn. Comput. 14(6): 2212-2222 (2022) - [j39]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: 149-171 (2022) - [j38]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): 10434-10443 (2022) - [j37]Navonil Majumder, Rishabh Bhardwaj, Soujanya Poria, Alexander F. Gelbukh, Amir Hussain:
Improving aspect-level sentiment analysis with aspect extraction. Neural Comput. Appl. 34(11): 8333-8343 (2022) - [c79]Yew Ken Chia, Lidong Bing, Soujanya Poria, Luo Si:
RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction. ACL (Findings) 2022: 45-57 - [c78]Abhinav Ramesh Kashyap, Devamanyu Hazarika, Min-Yen Kan, Roger Zimmermann, Soujanya Poria:
So Different Yet So Alike! Constrained Unsupervised Text Style Transfer. ACL (1) 2022: 416-431 - [c77]Siqi Shen, Verónica Pérez-Rosas, Charles Welch, Soujanya Poria, Rada Mihalcea:
Knowledge Enhanced Reflection Generation for Counseling Dialogues. ACL (1) 2022: 3096-3107 - [c76]Deepanway Ghosal, Siqi Shen, Navonil Majumder, Rada Mihalcea, Soujanya Poria:
CICERO: A Dataset for Contextualized Commonsense Inference in Dialogues. ACL (1) 2022: 5010-5028 - [c75]Hui Chen, Wei Han, Diyi Yang, Soujanya Poria:
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification. COLING 2022: 4622-4632 - [c74]Rishabh Bhardwaj, Tushar Vaidya, Soujanya Poria:
KNOT: Knowledge Distillation Using Optimal Transport for Solving NLP Tasks. COLING 2022: 4801-4820 - [c73]Wei Han, Hui Chen, Zhen Hai, Soujanya Poria, Lidong Bing:
SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning. COLING 2022: 5666-5677 - [c72]Jiafei Duan, Samson Yu, Soujanya Poria, Bihan Wen, Cheston Tan:
PIP: Physical Interaction Prediction via Mental Simulation with Span Selection. ECCV (35) 2022: 405-421 - [c71]Hui Chen, Wei Han, Soujanya Poria:
SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training. EMNLP (Findings) 2022: 6141-6146 - [c70]Rishabh Bhardwaj, Amrita Saha, Steven C. H. Hoi, Soujanya Poria:
Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding. EMNLP 2022: 6776-6791 - [c69]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: 10114-10133 - [c68]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: 10158-10166 - [c67]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: 10498-10511 - [c66]Devamanyu Hazarika, Yingting Li, Bo Cheng, Shuai Zhao, Roger Zimmermann, Soujanya Poria:
Analyzing Modality Robustness in Multimodal Sentiment Analysis. NAACL-HLT 2022: 685-696 - [e4]Yulan He, Heng Ji, Yang Liu, Sujian Li, Chia-Hui Chang, Soujanya Poria, Chenghua Lin, Wray L. Buntine, Maria Liakata, Hanqi Yan, Zonghan Yan, Sebastian Ruder, Xiaojun Wan, Miguel Arana-Catania, Zhongyu Wei, Hen-Hsen Huang, Jheng-Long Wu, Min-Yuh Day, Pengfei Liu, Ruifeng Xu:
Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, AACL/IJCNLP 2022 - Volume 1: Long Papers, Online Only, November 20-23, 2022. Association for Computational Linguistics 2022, ISBN 978-1-955917-65-0 [contents] - [e3]Yulan He, Heng Ji, Yang Liu, Sujian Li, Chia-Hui Chang, Soujanya Poria, Chenghua Lin, Wray L. Buntine, Maria Liakata, Hanqi Yan, Zonghan Yan, Sebastian Ruder, Xiaojun Wan, Miguel Arana-Catania, Zhongyu Wei, Hen-Hsen Huang, Jheng-Long Wu, Min-Yuh Day, Pengfei Liu, Ruifeng Xu:
Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing, AACL/IJCNLP 2022 - Volume 2: Short Papers, Online only, November 20-23, 2022. Association for Computational Linguistics 2022, ISBN 978-1-955917-64-3 [contents] - [e2]Yulan He, Heng Ji, Yang Liu, Sujian Li, Chia-Hui Chang, Soujanya Poria, Chenghua Lin, Wray L. Buntine, Maria Liakata, Hanqi Yan, Zonghan Yan, Sebastian Ruder, Xiaojun Wan, Miguel Arana-Catania, Zhongyu Wei, Hen-Hsen Huang, Jheng-Long Wu, Min-Yuh Day, Pengfei Liu, Ruifeng Xu:
Findings of the Association for Computational Linguistics: AACL-IJCNLP 2022, Online only, November 20-23, 2022. Association for Computational Linguistics 2022, ISBN 978-1-959429-04-3 [contents] - [i67]Yew Ken Chia, Lidong Bing, Soujanya Poria, Luo Si:
RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction. CoRR abs/2203.09101 (2022) - [i66]Deepanway Ghosal, Siqi Shen, Navonil Majumder, Rada Mihalcea, Soujanya Poria:
CICERO: A Dataset for Contextualized Commonsense Inference in Dialogues. CoRR abs/2203.13926 (2022) - [i65]Abhinav Ramesh Kashyap, Devamanyu Hazarika, Min-Yen Kan, Roger Zimmermann, Soujanya Poria:
So Different Yet So Alike! Constrained Unsupervised Text Style Transfer. CoRR abs/2205.04093 (2022) - [i64]Devamanyu Hazarika, Yingting Li, Bo Cheng, Shuai Zhao, Roger Zimmermann, Soujanya Poria:
Analyzing Modality Robustness in Multimodal Sentiment Analysis. CoRR abs/2205.15465 (2022) - [i63]Wei Han, Hui Chen, Zhen Hai, Soujanya Poria, Lidong Bing:
SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning. CoRR abs/2209.05040 (2022) - [i62]Hui Chen, Wei Han, Diyi Yang, Soujanya Poria:
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification. CoRR abs/2209.05297 (2022) - [i61]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. CoRR abs/2209.13101 (2022) - [i60]