Publications

2023

Chain of Knowledge: A Framework for Grounding Large Language Models with Structured Knowledge Bases
X Li • R Zhao • YK Chia • B Ding • L Bing • S Joty • S Poria

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

Beyond Words: A Comprehensive Survey of Sentence Representations
AR Kashyap • TT Nguyen • V Schlegel • S Winkler • SK Ng • S Poria

Domain-Expanded ASTE: Rethinking Generalization in Aspect Sentiment Triplet Extraction
C Ken • H Chen • W Han • G Chen • SM Aljunied • S Poria • L Bing

INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models
C Ken • P Hong • L Bing • S Poria

Flacuna: Unleashing the Problem Solving Power of Vicuna using FLAN Fine-Tuning
D Ghosal • C Ken • N Majumder • S Poria

SAS Video-QA: Self-Adaptive Sampling for Efficient Video Question-Answering
W Han • H Chen • M Kan • 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