Publications
2024
Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique
Deep Pala Tej • Vernon YH Toh • Rishabh Bhardwaj • Soujanya Poria
arXiv e-prints 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse
Maojia Song • Shang Hong Sim • Rishabh Bhardwaj • Hai Leong Chieu • Navonil Majumder • Soujanya Poria
arXiv 2024
Large language models for automated open-domain scientific hypotheses discovery
Zonglin Yang • Xinya Du • Junxian Li • Jie Zheng • Soujanya Poria • Erik Cambria
ACL 2024
Lightweight Spatial Modeling for Combinatorial Information Extraction From Documents
Y Dong • L Deng • J Zhang • X Yu • T Lin • F Gelli • S Poria • W S Lee
EACL 2024
Video2music: Suitable music generation from videos using an affective multimodal transformer model
J Kang • S Poria • D Herremans
Expert Systems with Applications 2024
Evaluating LLMs’ Mathematical and Coding Competency through Ontology-guided Interventions
P Hong • N Majumder • D Ghosal • S Aditya • R Mihalcea • S Poria
arXiv 2024
Sowing the wind, reaping the whirlwind: The impact of editing language models
R Hazra • S Layek • S Banerjee • S Poria
ACL 2024 Findings
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet Extraction
Q Sun • K Huang • X Yang • R Tong • K Zhang • S Poria
WWW 2024
Toward Robust Multimodal Learning using Multimodal Foundational Models
X Zhao • S Poria • X Li • Y Chen • B Tang
arXiv 2024
Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic
R Bhardwaj • A Do Duc • S Poria
ACL 2024
INSTRAUG: Automatic Instruction Augmentation for Multimodal Instruction Fine-tuning
W Han • H Chen • S Poria
arXiv 2024
Hate speech detection: A comprehensive review of recent works
A Gandhi • P Ahir • K Adhvaryu • P Shah • R Lohiya • E Cambria • S Poria • A Hussain
Expert Systems 2024
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning
D Ghosal • V Toh Yan Han • C Yew Ken • S Poria
arXiv 2024
PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns
Y Ken Chia • V Toh Yan Han • D Ghosal • L Bing • S Poria
ACL 2024 Findings
CM-TTS: Enhancing Real Time Text-to-Speech Synthesis Efficiency through Weighted Samplers and Consistency Models
X Li • F Bu • A Mehrish • Y Li • J Han • B Cheng • S Poria
NAACL 2024 Findings
HyperTTS: Parameter Efficient Adaptation in Text to Speech using Hypernetworks
Y Li • R Bhardwaj • A Mehrish • B Cheng • S Poria
COLING 2024
Tango 2: Aligning diffusion-based text-to-audio generations through direct preference optimization
N Majumder • C-Y Hung • D Ghosal • W-N Hsu • R Mihalcea • S Poria
ACM MM 2024
Understanding the Capabilities and Limitations of Large Language Models for Cultural Commonsense
S Shen • L Logeswaran • M Lee • H Lee • S Poria • R Mihalcea
NAACL 2024 (Social Impact Award)
Content extraction based on hop distance within a graph model
Y Dong • Y Deng • J Zhang • F Gelli • T Lin • Y Zhuo • H Wang • S Poria
US Patent App. 17/983,908 2024
Understanding, Leveraging, and Improving Large Language Models
S Poria
Companion Proceedings of the ACM on Web Conference 2024
MM-InstructEval: Zero-Shot Evaluation of (Multimodal) Large Language Models on Multimodal Reasoning Tasks
X Yang • W Wu • S Feng • M Wang • D Wang • Y Li • Q Sun • Y Zhang • X Fu • S Poria
arXiv 2024
Self-Adaptive Sampling for Accurate Video Question Answering on Image Text Models
W Han • H Chen • M-Y Kan • S Poria
NAACL 2024
DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling
P Deep • R Bhardwaj • S Poria
arXiv 2024
Ruby Teaming: Improving Quality Diversity Search with Memory for Automated Red Teaming
V Toh Yan Han • R Bhardwaj • S Poria
arXiv 2024
Safety Arithmetic: A Framework for Test-time Safety Alignment of Language Models by Steering Parameters and Activations
R Hazra • S Layek • S Banerjee • S Poria
EMNLP 2024
Reward Steering with Evolutionary Heuristics for Decoding-time Alignment
C-Y Hung • N Majumder • A Mehrish • S Poria
arXiv 2024
Improving text-to-audio models with synthetic captions
Z Kong • S Lee • D Ghosal • N Majumder • A Mehrish • R Valle • S Poria • B Catanzaro
arXiv 2024
Leveraging Parameter-Efficient Transfer Learning for Multi-Lingual Text-to-Speech Adaptation
Y Li • A Mehrish • B Chew • B Cheng • S Poria
arXiv 2024
Action-guided prompt tuning for video grounding
J Wang • R Tsao • X Wang • X Wang • F Feng • S Tian • S Poria
Information Fusion 2025
PanoSent: A Panoptic Sextuple Extraction Benchmark for Multimodal Conversational Aspect-based Sentiment Analysis
M Luo • H Fei • B Li • S Wu • Q Liu • S Poria • E Cambria • M-L Lee • W Hsu
ACM MM 2024
WalledEval: A Comprehensive Safety Evaluation Toolkit for Large Language Models
P Gupta • L Qi Yau • H Han Low • I Lee • H Lim • Y Teoh • J Koh • D Liew • R Bhardwaj • R Bhardwaj • et al.
arXiv 2024
2023
Adapter Pruning using Tropical Characterization
R Bhardwaj • T Vaidya • S Poria
EMNLP 2023 Findings
Language guided visual question answering: Elevate your multimodal language model using knowledge-enriched prompts
D Ghosal • N Majumder • RKW Lee • R Mihalcea • S Poria
EMNLP 2023 Findings
kNN-CM: A Non-parametric Inference-Phase Adaptation of Parametric Text Classifiers
R Bhardwaj • Y Li • N Majumder • B Cheng • S Poria
EMNLP 2023 Findings
LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models
Z Hu • Y Lan • L Wang • W Xu • EP Lim • RKW Lee • L Bing • S Poria
EMNLP 2023
Domain-Expanded ASTE: Rethinking Generalization in Aspect Sentiment Triplet Extraction
C Ken • H Chen • W Han • G Chen • SM Aljunied • S Poria • L Bing
Flacuna: Unleashing the Problem Solving Power of Vicuna using FLAN Fine-Tuning
D Ghosal • C Ken • N Majumder • S Poria
Red-Teaming Large Language Models using Chain of Utterances for Safety-Alignment
R Bhardwaj • S Poria
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery
Z Yang • X Du • J Li • J Zheng • S Poria • E Cambria
WikiDes: A Wikipedia-based dataset for generating short descriptions from paragraphs
Hoang Ta • Abu Rahman • Navonil Majumder • Amir Hussain • Lotfollah Najjar • Newton Howard • Soujanya Poria • Alexander Gelbukh
Inf. Fusion
Multimodal sentiment analysis: A systematic review of history, datasets, multimodal fusion methods, applications, challenges and future directions
Ankita Gandhi • Kinjal Adhvaryu • Soujanya Poria • Erik Cambria • Amir Hussain
Inf. Fusion
Lightweight Spatial Modeling for Combinatorial Information Extraction From Documents
Yanfei Dong • Lambert Deng • Jiazheng Zhang • Xiaodong Yu • Ting Lin • Francesco Gelli • Soujanya Poria • Wee Lee
Findings of the Association for Computational Linguistics: EACL 2023
UDAPTER-Efficient Domain Adaptation Using Adapters
Bhavitvya Malik • Abhinav Kashyap • Min-Yen Kan • Soujanya Poria
Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics
A review of deep learning techniques for speech processing
Ambuj Mehrish • Navonil Majumder • Rishabh Bharadwaj • Rada Mihalcea • Soujanya Poria
Information Fusion
Evaluating parameter-efficient transfer learning approaches on sure benchmark for speech understanding
Yingting Li • Ambuj Mehrish • Rishabh Bhardwaj • Navonil Majumder • Bo Cheng • Shuai Zhao • Amir Zadeh • Rada Mihalcea • Soujanya Poria
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
ADAPTERMIX: Exploring the Efficacy of Mixture of Adapters for Low-Resource TTS Adaptation
Ambuj Mehrish • Abhinav Kashyap • Li Yingting • Navonil Majumder • Soujanya Poria
Interspeech
Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language Understanding
Yi Tan • Navonil Majumder • Soujanya Poria
Interspeech
Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model
Deepanway Ghosal • Navonil Majumder • Ambuj Mehrish • Soujanya Poria
ACM MM
Few-shot Multimodal Sentiment Analysis based on Multimodal Probabilistic Fusion Prompts
Xiaocui Yang • Shi Feng • Daling Wang • Pengfei Hong • Soujanya Poria
ACM MM
Uncertainty Guided Label Denoising for Document-level Distant Relation Extraction
Qi Sun • Kun Huang • Xiaocui Yang • Pengfei Hong • Kun Zhang • Soujanya Poria
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
A Robust Information-Masking Approach for Domain Counterfactual Generation
Pengfei Hong • Rishabh Bhardwaj • Navonil Majumder • Somak Aditya • Soujanya Poria
Findings of the Association for Computational Linguistics: ACL 2023
Few-shot Joint Multimodal Aspect-Sentiment Analysis Based on Generative Multimodal Prompt
Xiaocui Yang • Shi Feng • Daling Wang • Sun Qi • Wenfang Wu • Yifei Zhang • Pengfei Hong • Soujanya Poria
ICASSP
2022
Exemplars-Guided Empathetic Response Generation Controlled by the Elements of Human Communication
Navonil Majumder • Deepanway Ghosal • Devamanyu Hazarika • Alexander Gelbukh • Rada Mihalcea • Soujanya Poria
IEEE Access
Improving Zero-Shot Learning Baselines with Commonsense Knowledge
Abhinaba Roy • Deepanway Ghosal • Erik Cambria • Navonil Majumder • Rada Mihalcea • Soujanya Poria
Cogn. Comput.
Multimodal research in vision and language: A review of current and emerging trends
Shagun Uppal • Sarthak Bhagat • Devamanyu Hazarika • Navonil Majumder • Soujanya Poria • Roger Zimmermann • Amir Zadeh
Inf. Fusion
Improving aspect-level sentiment analysis with aspect extraction
Navonil Majumder • Rishabh Bhardwaj • Soujanya Poria • Alexander Gelbukh • Amir Hussain
Neural Comput. Appl.
RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction
Yew Chia • Lidong Bing • Soujanya Poria • Luo Si
Findings of the Association for Computational Linguistics: ACL 2022, Dublin, Ireland, May 22-27, 2022
So Different Yet So Alike! Constrained Unsupervised Text Style Transfer
Abhinav Kashyap • Devamanyu Hazarika • Min-Yen Kan • Roger Zimmermann • Soujanya Poria
Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2022, Dublin, Ireland, May 22-27, 2022
Knowledge Enhanced Reflection Generation for Counseling Dialogues
Siqi Shen • Verónica Pérez-Rosas • Charles Welch • Soujanya Poria • Rada Mihalcea
Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2022, Dublin, Ireland, May 22-27, 2022
CICERO: A Dataset for Contextualized Commonsense Inference in Dialogues
Deepanway Ghosal • Siqi Shen • Navonil Majumder • Rada Mihalcea • Soujanya Poria
Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2022, Dublin, Ireland, May 22-27, 2022
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification
Hui Chen • Wei Han • Diyi Yang • Soujanya Poria
Proceedings of the 29th International Conference on Computational Linguistics, COLING 2022, Gyeongju, Republic of Korea, October 12-17, 2022
KNOT: Knowledge Distillation Using Optimal Transport for Solving NLP Tasks
Rishabh Bhardwaj • Tushar Vaidya • Soujanya Poria
Proceedings of the 29th International Conference on Computational Linguistics, COLING 2022, Gyeongju, Republic of Korea, October 12-17, 2022
SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning
Wei Han • Hui Chen • Zhen Hai • Soujanya Poria • Lidong Bing
Proceedings of the 29th International Conference on Computational Linguistics, COLING 2022, Gyeongju, Republic of Korea, October 12-17, 2022
PIP: Physical Interaction Prediction via Mental Simulation with Span Selection
Jiafei Duan • Samson Yu • Soujanya Poria • Bihan Wen • Cheston Tan
Computer Vision - ECCV 2022 - 17th European Conference, Tel Aviv, Israel, October 23-27, 2022, Proceedings, Part XXXV
SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training
Hui Chen • Wei Han • Soujanya Poria
Findings of the Association for Computational Linguistics: EMNLP 2022, Abu Dhabi, United Arab Emirates, December 7-11, 2022
Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding
Rishabh Bhardwaj • Amrita Saha • Steven Hoi • Soujanya Poria
Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, EMNLP 2022, Abu Dhabi, United Arab Emirates, December 7-11, 2022
A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach
Yew Chia • Lidong Bing • Sharifah Aljunied • Luo Si • Soujanya Poria
Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, EMNLP 2022, Abu Dhabi, United Arab Emirates, December 7-11, 2022
Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering
Deepanway Ghosal • Navonil Majumder • Rada Mihalcea • Soujanya Poria
Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, EMNLP 2022, Abu Dhabi, United Arab Emirates, December 7-11, 2022
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality Sequences
Wei Han • Hui Chen • Min-Yen Kan • Soujanya Poria
Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, EMNLP 2022, Abu Dhabi, United Arab Emirates, December 7-11, 2022
Analyzing Modality Robustness in Multimodal Sentiment Analysis
Devamanyu Hazarika • Yingting Li • Bo Cheng • Shuai Zhao • Roger Zimmermann • Soujanya Poria
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL 2022, Seattle, WA, United States, July 10-15, 2022
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
Yulan He • Heng Ji • Yang Liu • Sujian Li • Chia-Hui Chang • Soujanya Poria • Chenghua Lin • Wray 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
Association for Computational Linguistics
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
Yulan He • Heng Ji • Yang Liu • Sujian Li • Chia-Hui Chang • Soujanya Poria • Chenghua Lin • Wray 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
Association for Computational Linguistics
Findings of the Association for Computational Linguistics: AACL-IJCNLP 2022, Online only, November 20-23, 2022
Yulan He • Heng Ji • Yang Liu • Sujian Li • Chia-Hui Chang • Soujanya Poria • Chenghua Lin • Wray 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
Association for Computational Linguistics
RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction
Yew Chia • Lidong Bing • Soujanya Poria • Luo Si
arXiv
CICERO: A Dataset for Contextualized Commonsense Inference in Dialogues
Deepanway Ghosal • Siqi Shen • Navonil Majumder • Rada Mihalcea • Soujanya Poria
arXiv
So Different Yet So Alike! Constrained Unsupervised Text Style Transfer
Abhinav Kashyap • Devamanyu Hazarika • Min-Yen Kan • Roger Zimmermann • Soujanya Poria
arXiv
Analyzing Modality Robustness in Multimodal Sentiment Analysis
Devamanyu Hazarika • Yingting Li • Bo Cheng • Shuai Zhao • Roger Zimmermann • Soujanya Poria
arXiv
SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning
Wei Han • Hui Chen • Zhen Hai • Soujanya Poria • Lidong Bing
arXiv
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification
Hui Chen • Wei Han • Diyi Yang • Soujanya Poria
arXiv
WikiDes: A Wikipedia-Based Dataset for Generating Short Descriptions from Paragraphs
Hoang Ta • Abu Rahman • Navonil Majumder • Amir Hussain • Lotfollah Najjar • Newton Howard • Soujanya Poria • Alexander Gelbukh
arXiv
Multiview Contextual Commonsense Inference: A New Dataset and Task
Siqi Shen • Deepanway Ghosal • Navonil Majumder • Henry Lim • Rada Mihalcea • Soujanya Poria
arXiv
SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training
Hui Chen • Wei Han • Soujanya Poria
arXiv
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality Sequences
Wei Han • Hui Chen • Min-Yen Kan • Soujanya Poria
arXiv
Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering
Deepanway Ghosal • Navonil Majumder • Rada Mihalcea • Soujanya Poria
arXiv
Few-shot Multimodal Sentiment Analysis based on Multimodal Probabilistic Fusion Prompts
Xiaocui Yang • Shi Feng • Daling Wang • Pengfei Hong • Soujanya Poria
arXiv
A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach
Yew Chia • Lidong Bing • Sharifah Mahani • Luo Si • Soujanya Poria
arXiv
2021
Affect Recognition for Multimodal Natural Language Processing
Soujanya Poria • Yew-Soon Ong • Bing Liu • Lidong Bing
Cogn. Comput.
Discriminative Dictionary Design for Action Classification in Still Images and Videos
Abhinaba Roy • Biplab Banerjee • Amir Hussain • Soujanya Poria
Cogn. Comput.
Investigating Gender Bias in BERT
Rishabh Bhardwaj • Navonil Majumder • Soujanya Poria
Cogn. Comput.
Deep Neural Approaches to Relation Triplets Extraction: a Comprehensive Survey
Tapas Nayak • Navonil Majumder • Pawan Goyal • Soujanya Poria
Cogn. Comput.
Recognizing Emotion Cause in Conversations
Soujanya Poria • Navonil Majumder • Devamanyu Hazarika • Deepanway Ghosal • Rishabh Bhardwaj • Samson Jian • Pengfei Hong • Romila Ghosh • Abhinaba Roy • Niyati Chhaya • Alexander Gelbukh • Rada Mihalcea
Cogn. Comput.
Persuasive dialogue understanding: The baselines and negative results
Hui Chen • Deepanway Ghosal • Navonil Majumder • Amir Hussain • Soujanya Poria
Neurocomputing
Conversational transfer learning for emotion recognition
Devamanyu Hazarika • Soujanya Poria • Roger Zimmermann • Rada Mihalcea
Inf. Fusion
Phonetic-enriched text representation for Chinese sentiment analysis with reinforcement learning
Haiyun Peng • Yukun Ma • Soujanya Poria • Yang Li • Erik Cambria
Inf. Fusion
Information fusion for affective computing and sentiment analysis
Amir Hussain • Erik Cambria • Soujanya Poria • Ahmad Hawalah • Francisco Herrera
Inf. Fusion
More Identifiable yet Equally Performant Transformers for Text Classification
Rishabh Bhardwaj • Navonil Majumder • Soujanya Poria • Eduard Hovy
Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, ACL/IJCNLP 2021, (Volume 1: Long Papers), Virtual Event, August 1-6, 2021
Exploring the Role of Context in Utterance-level Emotion, Act and Intent Classification in Conversations: An Empirical Study
Deepanway Ghosal • Navonil Majumder • Rada Mihalcea • Soujanya Poria
Findings of the Association for Computational Linguistics: ACL/IJCNLP 2021, Online Event, August 1-6, 2021
Aspect Sentiment Triplet Extraction Using Reinforcement Learning
Samson Jian • Tapas Nayak • Navonil Majumder • Soujanya Poria
CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1 - 5, 2021
STaCK: Sentence Ordering with Temporal Commonsense Knowledge
Deepanway Ghosal • Navonil Majumder • Rada Mihalcea • Soujanya Poria
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, EMNLP 2021, Virtual Event / Punta Cana, Dominican Republic, 7-11 November, 2021
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis
Wei Han • Hui Chen • Soujanya Poria
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, EMNLP 2021, Virtual Event / Punta Cana, Dominican Republic, 7-11 November, 2021
Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment Analysis
Wei Han • Hui Chen • Alexander Gelbukh • Amir Zadeh • Louis-Philippe Morency • Soujanya Poria
ICMI '21: International Conference on Multimodal Interaction, Montréal, QC, Canada, October 18-22, 2021
M2H2: A Multimodal Multiparty Hindi Dataset For Humor Recognition in Conversations
Dushyant Chauhan • Gopendra Singh • Navonil Majumder • Amir Zadeh • Asif Ekbal • Pushpak Bhattacharyya • Louis-Philippe Morency • Soujanya Poria
ICMI '21: International Conference on Multimodal Interaction, Montréal, QC, Canada, October 18-22, 2021
MTAG: Modal-Temporal Attention Graph for Unaligned Human Multimodal Language Sequences
Jianing Yang • Yongxin Wang • Ruitao Yi • Yuying Zhu • Azaan Rehman • Amir Zadeh • Soujanya Poria • Louis-Philippe Morency
Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2021, Online, June 6-11, 2021
Improving Distantly Supervised Relation Extraction with Self-Ensemble Noise Filtering
Tapas Nayak • Navonil Majumder • Soujanya Poria
Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP 2021), Held Online, 1-3September, 2021
CIDER: Commonsense Inference for Dialogue Explanation and Reasoning
Deepanway Ghosal • Pengfei Hong • Siqi Shen • Navonil Majumder • Rada Mihalcea • Soujanya Poria
Proceedings of the 22nd Annual Meeting of the Special Interest Group on Discourse and Dialogue, SIGdial 2021, Singapore and Online, July 29-31, 2021
DOZEN: Cross-Domain Zero Shot Named Entity Recognition with Knowledge Graph
Hoang Nguyen • Francesco Gelli • Soujanya Poria
SIGIR '21: The 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, Virtual Event, Canada, July 11-15, 2021
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering
Fengbin Zhu • Wenqiang Lei • Chao Wang • Jianming Zheng • Soujanya Poria • Tat-Seng Chua
arXiv
Deep Neural Approaches to Relation Triplets Extraction: A Comprehensive Survey
Tapas Nayak • Navonil Majumder • Pawan Goyal • Soujanya Poria
arXiv
CIDER: Commonsense Inference for Dialogue Explanation and Reasoning
Deepanway Ghosal • Pengfei Hong • Siqi Shen • Navonil Majumder • Rada Mihalcea • Soujanya Poria
arXiv
More Identifiable yet Equally Performant Transformers for Text Classification
Rishabh Bhardwaj • Navonil Majumder • Soujanya Poria • Eduard Hovy
arXiv
Exemplars-guided Empathetic Response Generation Controlled by the Elements of Human Communication
Navonil Majumder • Deepanway Ghosal • Devamanyu Hazarika • Alexander Gelbukh • Rada Mihalcea • Soujanya Poria
arXiv
Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment Analysis
Wei Han • Hui Chen • Alexander Gelbukh • Amir Zadeh • Louis-Philippe Morency • Soujanya Poria
arXiv
M2H2: A Multimodal Multiparty Hindi Dataset For Humor Recognition in Conversations
Dushyant Chauhan • Gopendra Singh • Navonil Majumder • Amir Zadeh • Asif Ekbal • Pushpak Bhattacharyya • Louis-Philippe Morency • Soujanya Poria
arXiv
Aspect Sentiment Triplet Extraction Using Reinforcement Learning
Samson Jian • Tapas Nayak • Navonil Majumder • Soujanya Poria
arXiv
Improving Distantly Supervised Relation Extraction with Self-Ensemble Noise Filtering
Tapas Nayak • Navonil Majumder • Soujanya Poria
arXiv
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis
Wei Han • Hui Chen • Soujanya Poria
arXiv
STaCK: Sentence Ordering with Temporal Commonsense Knowledge
Deepanway Ghosal • Navonil Majumder • Rada Mihalcea • Soujanya Poria
arXiv
PIP: Physical Interaction Prediction via Mental Imagery with Span Selection
Jiafei Duan • Samson Yu • Soujanya Poria • Bihan Wen • Cheston Tan
arXiv
Federated Distillation of Natural Language Understanding with Confident Sinkhorns
Rishabh Bhardwaj • Tushar Vaidya • Soujanya Poria
arXiv
2020
Dialogue systems with audio context
Tom Young • Vlad Pandelea • Soujanya Poria • Erik Cambria
Neurocomputing
Anaphora and coreference resolution: A review
Rhea Sukthanker • Soujanya Poria • Erik Cambria • Ramkumar Thirunavukarasu
Inf. Fusion
Social Media Marketing and Financial Forecasting
Frank Xing • Soujanya Poria • Erik Cambria • Roy Welsch
Inf. Process. Manag.
KinGDOM: Knowledge-Guided DOMain Adaptation for Sentiment Analysis
Deepanway Ghosal • Devamanyu Hazarika • Abhinaba Roy • Navonil Majumder • Rada Mihalcea • Soujanya Poria
Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, ACL 2020, Online, July 5-10, 2020
SenticNet 6: Ensemble Application of Symbolic and Subsymbolic AI for Sentiment Analysis
Erik Cambria • Yang Li • Frank Xing • Soujanya Poria • Kenneth Kwok
CIKM '20: The 29th ACM International Conference on Information and Knowledge Management, Virtual Event, Ireland, October 19-23, 2020
CMU-MOSEAS: A Multimodal Language Dataset for Spanish, Portuguese, German and French
AmirAli Zadeh • Yansheng Cao • Smon Hessner • Paul Liang • Soujanya Poria • Louis-Philippe Morency
Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing, EMNLP 2020, Online, November 16-20, 2020
COSMIC: COmmonSense knowledge for eMotion Identification in Conversations
Deepanway Ghosal • Navonil Majumder • Alexander Gelbukh • Rada Mihalcea • Soujanya Poria
Findings of the Association for Computational Linguistics: EMNLP 2020, Online Event, 16-20 November 2020
MIME: MIMicking Emotions for Empathetic Response Generation
Navonil Majumder • Pengfei Hong • Shanshan Peng • Jiankun Lu • Deepanway Ghosal • Alexander Gelbukh • Rada Mihalcea • Soujanya Poria
Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing, EMNLP 2020, Online, November 16-20, 2020
MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysis
Devamanyu Hazarika • Roger Zimmermann • Soujanya Poria
MM '20: The 28th ACM International Conference on Multimedia, Virtual Event / Seattle, WA, USA, October 12-16, 2020
Beneath the Tip of the Iceberg: Current Challenges and New Directions in Sentiment Analysis Research
Soujanya Poria • Devamanyu Hazarika • Navonil Majumder • Rada Mihalcea
arXiv
KinGDOM: Knowledge-Guided DOMain adaptation for sentiment analysis
Deepanway Ghosal • Devamanyu Hazarika • Abhinaba Roy • Navonil Majumder • Rada Mihalcea • Soujanya Poria
arXiv
MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysis
Devamanyu Hazarika • Roger Zimmermann • Soujanya Poria
arXiv
Improving Aspect-Level Sentiment Analysis with Aspect Extraction
Navonil Majumder • Rishabh Bhardwaj • Soujanya Poria • Amir Zadeh • Alexander Gelbukh • Amir Hussain • Louis-Philippe Morency
arXiv
Investigating Gender Bias in BERT
Rishabh Bhardwaj • Navonil Majumder • Soujanya Poria
arXiv
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks
Hui Chen • Pengfei Hong • Wei Han • Navonil Majumder • Soujanya Poria
arXiv
Utterance-level Dialogue Understanding: An Empirical Study
Deepanway Ghosal • Navonil Majumder • Rada Mihalcea • Soujanya Poria
arXiv
MIME: MIMicking Emotions for Empathetic Response Generation
Navonil Majumder • Pengfei Hong • Shanshan Peng • Jiankun Lu • Deepanway Ghosal • Alexander Gelbukh • Rada Mihalcea • Soujanya Poria
arXiv
COSMIC: COmmonSense knowledge for eMotion Identification in Conversations
Deepanway Ghosal • Navonil Majumder • Alexander Gelbukh • Rada Mihalcea • Soujanya Poria
arXiv
MTGAT: Multimodal Temporal Graph Attention Networks for Unaligned Human Multimodal Language Sequences
Jianing Yang • Yongxin Wang • Ruitao Yi • Yuying Zhu • Azaan Rehman • Amir Zadeh • Soujanya Poria • Louis-Philippe Morency
arXiv
Persuasive Dialogue Understanding: the Baselines and Negative Results
Hui Chen • Deepanway Ghosal • Navonil Majumder • Amir Hussain • Soujanya Poria
arXiv
Improving Zero Shot Learning Baselines with Commonsense Knowledge
Abhinaba Roy • Deepanway Ghosal • Erik Cambria • Navonil Majumder • Rada Mihalcea • Soujanya Poria
arXiv
Recognizing Emotion Cause in Conversations
Soujanya Poria • Navonil Majumder • Devamanyu Hazarika • Deepanway Ghosal • Rishabh Bhardwaj • Samson Jian • Romila Ghosh • Niyati Chhaya • Alexander Gelbukh • Rada Mihalcea
arXiv
2019
Emotion Recognition in Conversation: Research Challenges, Datasets, and Recent Advances
Soujanya Poria • Navonil Majumder • Rada Mihalcea • Eduard Hovy
IEEE Access
The Nitty-GRITties of Success: Computational Analysis of Grit From Language
Tushar Maheshwari • Aishwarya Reganti • Soujanya Poria • Rada Mihalcea
IEEE Access
Computational Intelligence for Affective Computing and Sentiment Analysis [Guest Editorial]
Erik Cambria • Soujanya Poria • Amir Hussain • Bing Liu
IEEE Comput. Intell. Mag.
Sentiment and Sarcasm Classification With Multitask Learning
Navonil Majumder • Soujanya Poria • Haiyun Peng • Niyati Chhaya • Erik Cambria • Alexander Gelbukh
IEEE Intell. Syst.
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations
Navonil Majumder • Soujanya Poria • Devamanyu Hazarika • Rada Mihalcea • Alexander Gelbukh • Erik Cambria
The Thirty-Third AAAI Conference on Artificial Intelligence, AAAI 2019, The Thirty-First Innovative Applications of Artificial Intelligence Conference, IAAI 2019, The Ninth AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019, Honolulu, Hawaii, USA, January 27 - February 1, 2019
MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations
Soujanya Poria • Devamanyu Hazarika • Navonil Majumder • Gautam Naik • Erik Cambria • Rada Mihalcea
Proceedings of the 57th Conference of the Association for Computational Linguistics, ACL 2019, Florence, Italy, July 28- August 2, 2019, Volume 1: Long Papers
Towards Multimodal Sarcasm Detection (An _Obviously_ Perfect Paper)
Santiago Castro • Devamanyu Hazarika • Verónica Pérez-Rosas • Roger Zimmermann • Rada Mihalcea • Soujanya Poria
Proceedings of the 57th Conference of the Association for Computational Linguistics, ACL 2019, Florence, Italy, July 28- August 2, 2019, Volume 1: Long Papers
Fusing Phonetic Features and Chinese Character Representation for Sentiment Analysis
Haiyun Peng • Soujanya Poria • Yang Li • Erik Cambria
Computational Linguistics and Intelligent Text Processing - 20th International Conference, CICLing 2019, La Rochelle, France, April 7-13, 2019, Revised Selected Papers, Part II
Multi-task Learning for Detecting Stance in Tweets
Devamanyu Hazarika • Gangeshwar Krishnamurthy • Soujanya Poria • Roger Zimmermann
Computational Linguistics and Intelligent Text Processing - 20th International Conference, CICLing 2019, La Rochelle, France, April 7-13, 2019, Revised Selected Papers, Part II
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation
Deepanway Ghosal • Navonil Majumder • Soujanya Poria • Niyati Chhaya • Alexander Gelbukh
Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing, EMNLP-IJCNLP 2019, Hong Kong, China, November 3-7, 2019
An Attention-Based Model for Learning Dynamic Interaction Networks
Sandro Cavallari • Soujanya Poria • Erik Cambria • Vincent Zheng • Hongyun Cai
International Joint Conference on Neural Networks, IJCNN 2019 Budapest, Hungary, July 14-19, 2019
Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis
Md. Akhtar • Dushyant Chauhan • Deepanway Ghosal • Soujanya Poria • Asif Ekbal • Pushpak Bhattacharyya
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2019, Minneapolis, MN, USA, June 2-7, 2019, Volume 1 (Long and Short Papers)
Proceedings of the Eighth Joint Conference on Lexical and Computational Semantics, *SEM@NAACL-HLT 2019, Minneapolis, MN, USA, June 6-7, 2019
Rada Mihalcea • Ekaterina Shutova • Lun-Wei Ku • Kilian Evang • Soujanya Poria
Association for Computational Linguistics
Phonetic-enriched Text Representation for Chinese Sentiment Analysis with Reinforcement Learning
Haiyun Peng • Yukun Ma • Soujanya Poria • Yang Li • Erik Cambria
arXiv
Sentiment and Sarcasm Classification with Multitask Learning
Navonil Majumder • Soujanya Poria • Haiyun Peng • Niyati Chhaya • Erik Cambria • Alexander Gelbukh
arXiv
Emotion Recognition in Conversation: Research Challenges, Datasets, and Recent Advances
Soujanya Poria • Navonil Majumder • Rada Mihalcea • Eduard Hovy
arXiv
Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis
Md. Akhtar • Dushyant Chauhan • Deepanway Ghosal • Soujanya Poria • Asif Ekbal • Pushpak Bhattacharyya
arXiv
Towards Multimodal Sarcasm Detection (An _Obviously_ Perfect Paper)
Santiago Castro • Devamanyu Hazarika • Verónica Pérez-Rosas • Roger Zimmermann • Rada Mihalcea • Soujanya Poria
arXiv
Variational Fusion for Multimodal Sentiment Analysis
Navonil Majumder • Soujanya Poria • Gangeshwar Krishnamurthy • Niyati Chhaya • Rada Mihalcea • Alexander Gelbukh
arXiv
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation
Deepanway Ghosal • Navonil Majumder • Soujanya Poria • Niyati Chhaya • Alexander Gelbukh
arXiv
Emotion Recognition in Conversations with Transfer Learning from Generative Conversation Modeling
Devamanyu Hazarika • Soujanya Poria • Roger Zimmermann • Rada Mihalcea
arXiv
WildMix Dataset and Spectro-Temporal Transformer Model for Monoaural Audio Source Separation
Amir Zadeh • Tianjun Ma • Soujanya Poria • Louis-Philippe Morency
arXiv
Factorized Multimodal Transformer for Multimodal Sequential Learning
Amir Zadeh • Chengfeng Mao • Kelly Shi • Yiwei Zhang • Paul Liang • Soujanya Poria • Louis-Philippe Morency
arXiv
2018
Recent Trends in Deep Learning Based Natural Language Processing [Review Article]
Tom Young • Devamanyu Hazarika • Soujanya Poria • Erik Cambria
IEEE Comput. Intell. Mag.
OntoSenticNet: A Commonsense Ontology for Sentiment Analysis
Mauro Dragoni • Soujanya Poria • Erik Cambria
IEEE Intell. Syst.
Multimodal Sentiment Analysis: Addressing Key Issues and Setting Up the Baselines
Soujanya Poria • Navonil Majumder • Devamanyu Hazarika • Erik Cambria • Alexander Gelbukh • Amir Hussain
IEEE Intell. Syst.
Multimodal sentiment analysis using hierarchical fusion with context modeling
Navonil Majumder • Devamanyu Hazarika • Alexander Gelbukh • Erik Cambria • Soujanya Poria
Knowl. Based Syst.
SenticNet 5: Discovering Conceptual Primitives for Sentiment Analysis by Means of Context Embeddings
Erik Cambria • Soujanya Poria • Devamanyu Hazarika • Kenneth Kwok
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, (AAAI-18), the 30th innovative Applications of Artificial Intelligence (IAAI-18), and the 8th AAAI Symposium on Educational Advances in Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February 2-7, 2018
Memory Fusion Network for Multi-view Sequential Learning
Amir Zadeh • Paul Liang • Navonil Mazumder • Soujanya Poria • Erik Cambria • Louis-Philippe Morency
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, (AAAI-18), the 30th innovative Applications of Artificial Intelligence (IAAI-18), and the 8th AAAI Symposium on Educational Advances in Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February 2-7, 2018
Multi-attention Recurrent Network for Human Communication Comprehension
Amir Zadeh • Paul Liang • Soujanya Poria • Prateek Vij • Erik Cambria • Louis-Philippe Morency
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, (AAAI-18), the 30th innovative Applications of Artificial Intelligence (IAAI-18), and the 8th AAAI Symposium on Educational Advances in Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February 2-7, 2018
Multimodal Language Analysis in the Wild: CMU-MOSEI Dataset and Interpretable Dynamic Fusion Graph
Amir Zadeh • Paul Liang • Soujanya Poria • Erik Cambria • Louis-Philippe Morency
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, ACL 2018, Melbourne, Australia, July 15-20, 2018, Volume 1: Long Papers
A Deep Learning Approach for Multimodal Deception Detection
Gangeshwar Krishnamurthy • Navonil Majumder • Soujanya Poria • Erik Cambria
Computational Linguistics and Intelligent Text Processing - 19th International Conference, CICLing 2018, Hanoi, Vietnam, March 18-24, 2018, Revised Selected Papers, Part I
CASCADE: Contextual Sarcasm Detection in Online Discussion Forums
Devamanyu Hazarika • Soujanya Poria • Sruthi Gorantla • Erik Cambria • Roger Zimmermann • Rada Mihalcea
Proceedings of the 27th International Conference on Computational Linguistics, COLING 2018, Santa Fe, New Mexico, USA, August 20-26, 2018
ICON: Interactive Conversational Memory Network for Multimodal Emotion Detection
Devamanyu Hazarika • Soujanya Poria • Rada Mihalcea • Erik Cambria • Roger Zimmermann
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31 - November 4, 2018
IARM: Inter-Aspect Relation Modeling with Memory Networks in Aspect-Based Sentiment Analysis
Navonil Majumder • Soujanya Poria • Alexander Gelbukh • Md. Akhtar • Erik Cambria • Asif Ekbal
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31 - November 4, 2018
Contextual Inter-modal Attention for Multi-modal Sentiment Analysis
Deepanway Ghosal • Md. Akhtar • Dushyant Chauhan • Soujanya Poria • Asif Ekbal • Pushpak Bhattacharyya
Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31 - November 4, 2018
Self-Attentive Feature-Level Fusion for Multimodal Emotion Detection
Devamanyu Hazarika • Sruthi Gorantla • Soujanya Poria • Roger Zimmermann
IEEE 1st Conference on Multimedia Information Processing and Retrieval, MIPR 2018, Miami, FL, USA, April 10-12, 2018
Modeling Inter-Aspect Dependencies for Aspect-Based Sentiment Analysis
Devamanyu Hazarika • Soujanya Poria • Prateek Vij • Gangeshwar Krishnamurthy • Erik Cambria • Roger Zimmermann
Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT, New Orleans, Louisiana, USA, June 1-6, 2018, Volume 2 (Short Papers)
Conversational Memory Network for Emotion Recognition in Dyadic Dialogue Videos
Devamanyu Hazarika • Soujanya Poria • Amir Zadeh • Erik Cambria • Louis-Philippe Morency • Roger Zimmermann
Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2018, New Orleans, Louisiana, USA, June 1-6, 2018, Volume 1 (Long Papers)
Learning Visual Concepts in Images Using Temporal Convolutional Networks
Qian Chen • Iti Chaturvedi • Soujanya Poria • Erik Cambria • Lorenzo Malandri
IEEE Symposium Series on Computational Intelligence, SSCI 2018, Bangalore, India, November 18-21, 2018
Singlish SenticNet: A Concept-Based Sentiment Resource for Singapore English
Danyuan Ho • Diyana Hamzah • Soujanya Poria • Erik Cambria
IEEE Symposium Series on Computational Intelligence, SSCI 2018, Bangalore, India, November 18-21, 2018
Sentiment Analysis, Basic Tasks of
Iti Chaturvedi • Soujanya Poria • Erik Cambria
Encyclopedia of Social Network Analysis and Mining, 2nd Edition
Multi-attention Recurrent Network for Human Communication Comprehension
Amir Zadeh • Paul Liang • Soujanya Poria • Prateek Vij • Erik Cambria • Louis-Philippe Morency
arXiv
Memory Fusion Network for Multi-view Sequential Learning
Amir Zadeh • Paul Liang • Navonil Mazumder • Soujanya Poria • Erik Cambria • Louis-Philippe Morency
arXiv
A Deep Learning Approach for Multimodal Deception Detection
Gangeshwar Krishnamurthy • Navonil Majumder • Soujanya Poria • Erik Cambria
arXiv
Multimodal Sentiment Analysis: Addressing Key Issues and Setting up Baselines
Soujanya Poria • Navonil Majumder • Devamanyu Hazarika • Erik Cambria • Amir Hussain • Alexander Gelbukh
arXiv
CASCADE: Contextual Sarcasm Detection in Online Discussion Forums
Devamanyu Hazarika • Soujanya Poria • Sruthi Gorantla • Erik Cambria • Roger Zimmermann • Rada Mihalcea
arXiv
Anaphora and Coreference Resolution: A Review
Rhea Sukthanker • Soujanya Poria • Erik Cambria • Ramkumar Thirunavukarasu
arXiv
Multimodal Sentiment Analysis using Hierarchical Fusion with Context Modeling
Navonil Majumder • Devamanyu Hazarika • Alexander Gelbukh • Erik Cambria • Soujanya Poria
arXiv
MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations
Soujanya Poria • Devamanyu Hazarika • Navonil Majumder • Gautam Naik • Erik Cambria • Rada Mihalcea
arXiv
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations
Navonil Majumder • Soujanya Poria • Devamanyu Hazarika • Rada Mihalcea • Alexander Gelbukh • Erik Cambria
arXiv
2017
Novel symbolic and machine-learning approaches for text-based and multimodal sentiment analysis
Soujanya Poria
arXiv
Deep Learning-Based Document Modeling for Personality Detection from Text
Navonil Majumder • Soujanya Poria • Alexander Gelbukh • Erik Cambria
IEEE Intell. Syst.
Sentiment Analysis Is a Big Suitcase
Erik Cambria • Soujanya Poria • Alexander Gelbukh • Mike Thelwall
IEEE Intell. Syst.
Ensemble application of convolutional neural networks and multiple kernel learning for multimodal sentiment analysis
Soujanya Poria • Haiyun Peng • Amir Hussain • Newton Howard • Erik Cambria
Neurocomputing
A review of affective computing: From unimodal analysis to multimodal fusion
Soujanya Poria • Erik Cambria • Rajiv Bajpai • Amir Hussain
Inf. Fusion
Context-Dependent Sentiment Analysis in User-Generated Videos
Soujanya Poria • Erik Cambria • Devamanyu Hazarika • Navonil Majumder • Amir Zadeh • Louis-Philippe Morency
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, ACL 2017, Vancouver, Canada, July 30 - August 4, Volume 1: Long Papers
Benchmarking Multimodal Sentiment Analysis
Erik Cambria • Devamanyu Hazarika • Soujanya Poria • Amir Hussain • R. Subramanyam
Computational Linguistics and Intelligent Text Processing - 18th International Conference, CICLing 2017, Budapest, Hungary, April 17-23, 2017, Revised Selected Papers, Part II
Tensor Fusion Network for Multimodal Sentiment Analysis
Amir Zadeh • Minghai Chen • Soujanya Poria • Erik Cambria • Louis-Philippe Morency
Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, EMNLP 2017, Copenhagen, Denmark, September 9-11, 2017
Multi-level Multiple Attentions for Contextual Multimodal Sentiment Analysis
Soujanya Poria • Erik Cambria • Devamanyu Hazarika • Navonil Majumder • Amir Zadeh • Louis-Philippe Morency
2017 IEEE International Conference on Data Mining, ICDM 2017, New Orleans, LA, USA, November 18-21, 2017
Developing a concept-level knowledge base for sentiment analysis in Singlish
Rajiv Bajpai • Soujanya Poria • Danyuan Ho • Erik Cambria
arXiv
Tensor Fusion Network for Multimodal Sentiment Analysis
Amir Zadeh • Minghai Chen • Soujanya Poria • Erik Cambria • Louis-Philippe Morency
arXiv
Benchmarking Multimodal Sentiment Analysis
Erik Cambria • Devamanyu Hazarika • Soujanya Poria • Amir Hussain • R. Subramanyam
arXiv
Recent Trends in Deep Learning Based Natural Language Processing
Tom Young • Devamanyu Hazarika • Soujanya Poria • Erik Cambria
arXiv
Basic tasks of sentiment analysis
Iti Chaturvedi • Soujanya Poria • Erik Cambria
arXiv
2016
Unsupervised Commonsense Knowledge Enrichment for Domain-Specific Sentiment Analysis
Nir Ofek • Soujanya Poria • Lior Rokach • Erik Cambria • Amir Hussain • Asaf Shabtai
Cogn. Comput.
Multilingual Sentiment Analysis: State of the Art and Independent Comparison of Techniques
Kia Dashtipour • Soujanya Poria • Amir Hussain • Erik Cambria • Ahmad Hawalah • Alexander Gelbukh • Qiang Zhou
Cogn. Comput.
Erratum to: Multilingual Sentiment Analysis: State of the Art and Independent Comparison of Techniques
Kia Dashtipour • Soujanya Poria • Amir Hussain • Erik Cambria • Ahmad Hawalah • Alexander Gelbukh • Qiang Zhou
Cogn. Comput.
Fusing audio, visual and textual clues for sentiment analysis from multimodal content
Soujanya Poria • Erik Cambria • Newton Howard • Guang-Bin Huang • Amir Hussain
Neurocomputing
Aspect extraction for opinion mining with a deep convolutional neural network
Soujanya Poria • Erik Cambria • Alexander Gelbukh
Knowl. Based Syst.
A Deeper Look into Sarcastic Tweets Using Deep Convolutional Neural Networks
Soujanya Poria • Erik Cambria • Devamanyu Hazarika • Prateek Vij
COLING 2016, 26th International Conference on Computational Linguistics, Proceedings of the Conference: Technical Papers, December 11-16, 2016, Osaka, Japan
SenticNet 4: A Semantic Resource for Sentiment Analysis Based on Conceptual Primitives
Erik Cambria • Soujanya Poria • Rajiv Bajpai • Bj\"orn Schuller
COLING 2016, 26th International Conference on Computational Linguistics, Proceedings of the Conference: Technical Papers, December 11-16, 2016, Osaka, Japan
Convolutional MKL Based Multimodal Emotion Recognition and Sentiment Analysis
Soujanya Poria • Iti Chaturvedi • Erik Cambria • Amir Hussain
IEEE 16th International Conference on Data Mining, ICDM 2016, December 12-15, 2016, Barcelona, Spain
Bayesian Deep Convolution Belief Networks for Subjectivity Detection
Iti Chaturvedi • Erik Cambria • Soujanya Poria • Rajiv Bajpai
IEEE International Conference on Data Mining Workshops, ICDM Workshops 2016, December 12-15, 2016, Barcelona, Spain
Sentic LDA: Improving on LDA with semantic similarity for aspect-based sentiment analysis
Soujanya Poria • Iti Chaturvedi • Erik Cambria • Federica Bisio
2016 International Joint Conference on Neural Networks, IJCNN 2016, Vancouver, BC, Canada, July 24-29, 2016
A Deeper Look into Sarcastic Tweets Using Deep Convolutional Neural Networks
Soujanya Poria • Erik Cambria • Devamanyu Hazarika • Prateek Vij
arXiv
2015
Sentiment Data Flow Analysis by Means of Dynamic Linguistic Patterns
Soujanya Poria • Erik Cambria • Alexander Gelbukh • Federica Bisio • Amir Hussain
IEEE Comput. Intell. Mag.
Concept-Level Sentiment Analysis with Dependency-Based Semantic Parsing: A Novel Approach
Basant Agarwal • Soujanya Poria • Namita Mittal • Alexander Gelbukh • Amir Hussain
Cogn. Comput.
Towards an intelligent framework for multimodal affective data analysis
Soujanya Poria • Erik Cambria • Amir Hussain • Guang-Bin Huang
Neural Networks
AffectiveSpace 2: Enabling Affective Intuition for Concept-Level Sentiment Analysis
Erik Cambria • Jie Fu • Federica Bisio • Soujanya Poria
Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, January 25-30, 2015, Austin, Texas, USA
The CLSA Model: A Novel Framework for Concept-Level Sentiment Analysis
Erik Cambria • Soujanya Poria • Federica Bisio • Rajiv Bajpai • Iti Chaturvedi
Computational Linguistics and Intelligent Text Processing - 16th International Conference, CICLing 2015, Cairo, Egypt, April 14-20, 2015, Proceedings, Part II
Modelling Public Sentiment in Twitter: Using Linguistic Patterns to Enhance Supervised Learning
Prerna Chikersal • Soujanya Poria • Erik Cambria • Alexander Gelbukh • Chng Siong
Computational Linguistics and Intelligent Text Processing - 16th International Conference, CICLing 2015, Cairo, Egypt, April 14-20, 2015, Proceedings, Part II
Deep Convolutional Neural Network Textual Features and Multiple Kernel Learning for Utterance-level Multimodal Sentiment Analysis
Soujanya Poria • Erik Cambria • Alexander Gelbukh
Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, EMNLP 2015, Lisbon, Portugal, September 17-21, 2015
SeNTU: Sentiment Analysis of Tweets by Combining a Rule-based Classifier with Supervised Learning
Prerna Chikersal • Soujanya Poria • Erik Cambria
Proceedings of the 9th International Workshop on Semantic Evaluation, SemEval@NAACL-HLT 2015, Denver, Colorado, USA, June 4-5, 2015
2014
Sentic patterns: Dependency-based rules for concept-level sentiment analysis
Soujanya Poria • Erik Cambria • Grégoire Winterstein • Guang-Bin Huang
Knowl. Based Syst.
EmoSenticSpace: A novel framework for affective common-sense reasoning
Soujanya Poria • Alexander Gelbukh • Erik Cambria • Amir Hussain • Guang-Bin Huang
Knowl. Based Syst.
A Rule-Based Approach to Aspect Extraction from Product Reviews
Soujanya Poria • Erik Cambria • Lun-Wei Ku • Chen Gui • Alexander Gelbukh
Proceedings of the Second Workshop on Natural Language Processing for Social Media, SocialNLP@COLING 2014, Dublin, Ireland, August 24, 2014
Dependency-Based Semantic Parsing for Concept-Level Text Analysis
Soujanya Poria • Basant Agarwal • Alexander Gelbukh • Amir Hussain • Newton Howard
Computational Linguistics and Intelligent Text Processing - 15th International Conference, CICLing 2014, Kathmandu, Nepal, April 6-12, 2014, Proceedings, Part I
Dependency Tree-Based Rules for Concept-Level Aspect-Based Sentiment Analysis
Soujanya Poria • Nir Ofek • Alexander Gelbukh • Amir Hussain • Lior Rokach
Semantic Web Evaluation Challenge - SemWebEval 2014 at ESWC 2014, Anissaras, Crete, Greece, May 25-29, 2014, Revised Selected Papers
Sentic API: A Common and Common-Sense Knowledge API for Cognition-Driven Sentiment Analysis
Erik Cambria • Soujanya Poria • Alexander Gelbukh • Kenneth Kwok
Proceedings of the the 4th Workshop on Making Sense of Microposts co-located with the 23rd International World Wide Web Conference (WWW 2014), Seoul, Korea, April 7th, 2014
2013
Enhanced SenticNet with Affective Labels for Concept-Based Opinion Mining
Soujanya Poria • Alexander Gelbukh • Amir Hussain • Newton Howard • Dipankar Das • Sivaji Bandyopadhyay
IEEE Intell. Syst.
A Review of Artificial Intelligence and Biologically Inspired Computational Approaches to Solving Issues in Narrative Financial Disclosure
Saliha Minhas • Soujanya Poria • Amir Hussain • Khalid Hussainey
Advances in Brain Inspired Cognitive Systems - 6th International Conference, BICS 2013, Beijing, China, June 9-11, 2013. Proceedings
Music Genre Classification: A Semi-supervised Approach
Soujanya Poria • Alexander Gelbukh • Amir Hussain • Sivaji Bandyopadhyay • Newton Howard
Pattern Recognition - 5th Mexican Conference, MCPR 2013, Querétaro, Mexico, June 26-29, 2013. Proceedings
Common Sense Knowledge Based Personality Recognition from Text
Soujanya Poria • Alexander Gelbukh • Basant Agarwal • Erik Cambria • Newton Howard
Advances in Soft Computing and Its Applications - 12th Mexican International Conference on Artificial Intelligence, MICAI 2013, Mexico City, Mexico, November 24-30, 2013, Proceedings, Part II
Erratum: Common Sense Knowledge Based Personality Recognition from Text
Soujanya Poria • Alexander Gelbukh • Basant Agarwal • Erik Cambria • Newton Howard
Advances in Soft Computing and Its Applications - 12th Mexican International Conference on Artificial Intelligence, MICAI 2013, Mexico City, Mexico, November 24-30, 2013, Proceedings, Part II
Sentic Computing for Social Media Analysis, Representation, and Retrieval
Erik Cambria • Marco Grassi • Soujanya Poria • Amir Hussain
Social Media Retrieval
2012
Enriching SenticNet Polarity Scores through Semi-Supervised Fuzzy Clustering
Soujanya Poria • Alexander Gelbukh • Erik Cambria • Dipankar Das • Sivaji Bandyopadhyay
12th IEEE International Conference on Data Mining Workshops, ICDM Workshops, Brussels, Belgium, December 10, 2012
SMSFR: SMS-Based FAQ Retrieval System
Partha Pakray • Santanu Pal • Soujanya Poria • Sivaji Bandyopadhyay • Alexander Gelbukh
Advances in Computational Intelligence - 11th Mexican International Conference on Artificial Intelligence, MICAI 2012, San Luis Potosí, Mexico, October 27 - November 4, 2012. Revised Selected Papers, Part II
Fuzzy Clustering for Semi-supervised Learning - Case Study: Construction of an Emotion Lexicon
Soujanya Poria • Alexander Gelbukh • Dipankar Das • Sivaji Bandyopadhyay
Advances in Artificial Intelligence - 11th Mexican International Conference on Artificial Intelligence, MICAI 2012, San Luis Potosí, Mexico, October 27 - November 4, 2012. Revised Selected Papers, Part I
A Classifier Based Approach to Emotion Lexicon Construction
Dipankar Das • Soujanya Poria • Sivaji Bandyopadhyay
Natural Language Processing and Information Systems - 17th International Conference on Applications of Natural Language to Information Systems, NLDB 2012, Groningen, The Netherlands, June 26-28, 2012. Proceedings
2011
Semantic Textual Entailment Recognition using UNL
Partha Pakray • Soujanya Poria • Sivaji Bandyopadhyay • Alexander Gelbukh
Polibits
A Textual Entailment System using Anaphora Resolution
Partha Pakray • Snehasis Neogi • Pinaki Bhaskar • Soujanya Poria • Sivaji Bandyopadhyay • Alexander Gelbukh
Proceedings of the Fourth Text Analysis Conference, TAC 2011, Gaithersburg, Maryland, USA, November 14-15, 2011
2010
JU_CSE_TAC: Textual Entailment Recognition System at TAC RTE-6
Partha Pakray • Santanu Pal • Soujanya Poria • Sivaji Bandyopadhyay • Alexander Gelbukh
Proceedings of the Third Text Analysis Conference, TAC 2010, Gaithersburg, Maryland, USA, November 15-16, 2010