Soujanya Poria · Singapore University of Technology and Design

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Recent Trends in Deep Learning Based Natural Language Processing [Review Article]
IEEE Computational Intelligence Magazine · 2018
3,110
Tensor Fusion Network for Multimodal Sentiment Analysis
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2017
1,995
MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations
Annual Meeting of the Association for Computational Linguistics (ACL) · 2019
1,809
Multimodal Language Analysis in the Wild: CMU-MOSEI Dataset and Interpretable Dynamic Fusion Graph
Annual Meeting of the Association for Computational Linguistics (ACL) · 2018
1,809
A review of affective computing: From unimodal analysis to multimodal fusion
Information Fusion · 2017
1,643
MISA
ACM International Conference on Multimedia (ACM MM) · 2020
1,392
Recent Trends in Deep Learning Based Natural Language Processing
arXiv · 2017
1,226
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations
Proceedings of the AAAI Conference on Artificial Intelligence · 2019
1,046
Memory Fusion Network for Multi-view Sequential Learning
Proceedings of the AAAI Conference on Artificial Intelligence · 2018
991
Context-Dependent Sentiment Analysis in User-Generated Videos
Annual Meeting of the Association for Computational Linguistics (ACL) · 2017
914
Aspect extraction for opinion mining with a deep convolutional neural network
Knowledge-Based Systems · 2016
873
Multimodal sentiment analysis: A systematic review of history, datasets, multimodal fusion methods, applications, challenges and future directions
Information Fusion · 2022
781
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
725
Deep Learning-Based Document Modeling for Personality Detection from Text
IEEE Intelligent Systems · 2017
681
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2021
676
Convolutional MKL Based Multimodal Emotion Recognition and Sentiment Analysis
Proceedings · 2016
602
Multi-attention Recurrent Network for Human Communication Comprehension
Proceedings of the AAAI Conference on Artificial Intelligence · 2018
591
Deep Convolutional Neural Network Textual Features and Multiple Kernel Learning for Utterance-level Multimodal Sentiment Analysis
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2015
550
Enhanced SenticNet with Affective Labels for Concept-Based Opinion Mining
IEEE Intelligent Systems · 2013
509
Emotion Recognition in Conversation: Research Challenges, Datasets, and Recent Advances
IEEE Access · 2019
503
Conversational Memory Network for Emotion Recognition in Dyadic Dialogue Videos
Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT) · 2018
494
SenticNet 6: Ensemble Application of Symbolic and Subsymbolic AI for Sentiment Analysis
Proceedings of the ... ACM International Conference on Information & Knowledge Management · 2020
466
ICON: Interactive Conversational Memory Network for Multimodal Emotion Detection
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2018
458
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 · 2020
448
Sentiment Analysis Is a Big Suitcase
IEEE Intelligent Systems · 2017
441
Towards Multimodal Sarcasm Detection (An _Obviously_ Perfect Paper)
Annual Meeting of the Association for Computational Linguistics (ACL) · 2019
421
SenticNet 5: Discovering Conceptual Primitives for Sentiment Analysis by Means of Context Embeddings
Proceedings of the AAAI Conference on Artificial Intelligence · 2018
415
Multimodal sentiment analysis using hierarchical fusion with context modeling
Knowledge-Based Systems · 2018
388
Sentic patterns: Dependency-based rules for concept-level sentiment analysis
Knowledge-Based Systems · 2014
358
Beneath the Tip of the Iceberg: Current Challenges and New Directions in Sentiment Analysis Research
IEEE Transactions on Affective Computing · 2020
324
SenticNet 4: A Semantic Resource for Sentiment Analysis Based on Conceptual Primitives
OPUS (Augsburg University) · 2016
317
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) · 2014
303
A Deeper Look into Sarcastic Tweets Using Deep Convolutional Neural Networks
arXiv · 2016
294
Red-Teaming Large Language Models using Chain of Utterances for Safety-Alignment
arXiv · 2023
288
Multilingual Sentiment Analysis: State of the Art and Independent Comparison of Techniques
Cognitive Computation · 2016
288
Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment Analysis
INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION · 2021
282
MIME: MIMicking Emotions for Empathetic Response Generation
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2020
271
Multimodal Sentiment Analysis: Addressing Key Issues and Setting Up the Baselines
IEEE Intelligent Systems · 2018
251
Towards an intelligent framework for multimodal affective data analysis
Neural Networks · 2014
236
Sentiment and Sarcasm Classification With Multitask Learning
IEEE Intelligent Systems · 2019
234
LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2023
229
Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis
Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT) · 2019
217
Ensemble application of convolutional neural networks and multiple kernel learning for multimodal sentiment analysis
Neurocomputing · 2017
215
Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model
arXiv · 2023
213
Multi-level Multiple Attentions for Contextual Multimodal Sentiment Analysis
Proceedings · 2017
205
Anaphora and coreference resolution: A review
Information Fusion · 2020
197
AffectiveSpace 2: Enabling Affective Intuition for Concept-Level Sentiment Analysis
Proceedings of the AAAI Conference on Artificial Intelligence · 2015
192
Contextual Inter-modal Attention for Multi-modal Sentiment Analysis
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2018
186
Recognizing Emotion Cause in Conversations
Cognitive Computation · 2021
174
Mustango: Toward Controllable Text-to-Music Generation
Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT) · 2024
171
EmoSenticSpace: A novel framework for affective common-sense reasoning
Knowledge-Based Systems · 2014
170
Tango 2: Aligning Diffusion-based Text-to-Audio Generations through Direct Preference Optimization
ACM International Conference on Multimedia (ACM MM) · 2024
165
Sentiment Data Flow Analysis by Means of Dynamic Linguistic Patterns
IEEE Computational Intelligence Magazine · 2015
162
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
159
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering
arXiv · 2021
150
OntoSenticNet: A Commonsense Ontology for Sentiment Analysis
IEEE Intelligent Systems · 2018
139
Concept-Level Sentiment Analysis with Dependency-Based Semantic Parsing: A Novel Approach
Cognitive Computation · 2015
138
MTAG: Modal-Temporal Attention Graph for Unaligned Human Multimodal Language Sequences
Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT) · 2021
132
IARM: Inter-Aspect Relation Modeling with Memory Networks in Aspect-Based Sentiment Analysis
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2018
132
Investigating Gender Bias in BERT
Cognitive Computation · 2021
129
NORA: A Small Open-Sourced Generalist Vision Language Action Model for Embodied Tasks
arXiv · 2025
128
A Deep Learning Approach for Multimodal Deception Detection
Lecture notes in computer science · 2023
122
SeNTU: Sentiment Analysis of Tweets by Combining a Rule-based Classifier with Supervised Learning
International Workshop on Semantic Evaluation (SemEval) · 2015
121
Common Sense Knowledge Based Personality Recognition from Text
Lecture notes in computer science · 2013
115
Multimodal research in vision and language: A review of current and emerging trends
Information Fusion · 2021
114
TangoFlux: Super Fast and Faithful Text to Audio Generation with Flow Matching and Clap-Ranked Preference Optimization
arXiv · 2024
104
Conversational transfer learning for emotion recognition
Information Fusion · 2020
100
Merging SenticNet and WordNet-Affect emotion lists for sentiment analysis
International Conference on Signal Processing · 2012
100
DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling
arXiv · 2024
93
Video2Music: Suitable music generation from videos using an Affective Multimodal Transformer model
Expert Systems with Applications · 2024
92
RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction
Findings of the Association for Computational Linguistics: ACL 2022 · 2022
89
Modelling Public Sentiment in Twitter: Using Linguistic Patterns to Enhance Supervised Learning
Lecture notes in computer science · 2015
89
CMU-MOSEAS: A Multimodal Language Dataset for Spanish, Portuguese, German and French
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2020
88
Sentic Patterns: Sentiment Data Flow Analysis by Means of Dynamic Linguistic Patterns
Socio-affective computing · 2018
88
INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models
arXiv · 2023
87
MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses
arXiv · 2024
84
The CLSA Model: A Novel Framework for Concept-Level Sentiment Analysis
Lecture notes in computer science · 2015
84
Modeling Inter-Aspect Dependencies for Aspect-Based Sentiment Analysis
Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT) · 2018
83
Benchmarking Multimodal Sentiment Analysis
Lecture notes in computer science · 2018
83
Hate speech detection: A comprehensive review of recent works
Expert Systems · 2024
77
Self-Attentive Feature-Level Fusion for Multimodal Emotion Detection
IEEE Conference on Multimedia Information Processing and Retrieval (MIPR) · 2018
77
Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources
arXiv · 2023
72
KinGDOM: Knowledge-Guided DOMain Adaptation for Sentiment Analysis
Annual Meeting of the Association for Computational Linguistics (ACL) · 2020
71
Enriching SenticNet Polarity Scores through Semi-Supervised Fuzzy Clustering
IEEE ... International Conference on Data Mining workshops · 2012
69
Deep Neural Approaches to Relation Triplets Extraction: a Comprehensive Survey
Cognitive Computation · 2021
67
Contrastive Chain-of-Thought Prompting
arXiv · 2023
66
Dependency-Based Semantic Parsing for Concept-Level Text Analysis
Lecture notes in computer science · 2014
65
Why AI Is WEIRD and Shouldn't Be This Way: Towards AI for Everyone, with Everyone, by Everyone
Proceedings of the AAAI Conference on Artificial Intelligence · 2025
61
Computational Intelligence for Affective Computing and Sentiment Analysis [Guest Editorial]
IEEE Computational Intelligence Magazine · 2019
59
MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysis
arXiv · 2020
57
Analyzing Modality Robustness in Multimodal Sentiment Analysis
Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT) · 2022
52
Phonetic-enriched text representation for Chinese sentiment analysis with reinforcement learning
Information Fusion · 2021
52
Aspect Sentiment Triplet Extraction Using Reinforcement Learning
Proceedings of the ... ACM International Conference on Information & Knowledge Management · 2021
52
Dialogue Relation Extraction with Document-Level Heterogeneous Graph Attention Networks
Cognitive Computation · 2023
51
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet Extraction
ACM Web Conference (WWW) · 2024
48
Few-shot Multimodal Sentiment Analysis Based on Multimodal Probabilistic Fusion Prompts
ACM International Conference on Multimedia (ACM MM) · 2023
47
Multimodal Sentiment Analysis
Socio-affective computing · 2018
47
Fuzzy Clustering for Semi-supervised Learning – Case Study: Construction of an Emotion Lexicon
Lecture notes in computer science · 2013
42
Improving aspect-level sentiment analysis with aspect extraction
Neural Computing and Applications · 2020
41
Dialogue systems with audio context
Neurocomputing · 2020
41
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse
arXiv · 2024
40
CASCADE: Contextual Sarcasm Detection in Online Discussion Forums
NOT FOUND REPOSITORY (Indian Institute of Science Bangalore) · 2018
39
Unsupervised Commonsense Knowledge Enrichment for Domain-Specific Sentiment Analysis
Cognitive Computation · 2016
38
Few-shot Joint Multimodal Aspect-Sentiment Analysis Based on Generative Multimodal Prompt
Xiaocui Yang, Shi Feng, Daling Wang, Qi Sun, Wenfang Wu, Yifei Zhang, Pengfei Hong, Soujanya Poria
Findings of the Association for Computational Linguistics: ACL 2023 · 2023
37
Factorized Multimodal Transformer for Multimodal Sequential Learning
arXiv · 2019
37
Music Genre Classification: A Semi-supervised Approach
Lecture notes in computer science · 2013
37
PanoSent: A Panoptic Sextuple Extraction Benchmark for Multimodal Conversational Aspect-based Sentiment Analysis
ACM International Conference on Multimedia (ACM MM) · 2024
36
Knowledge Enhanced Reflection Generation for Counseling Dialogues
Annual Meeting of the Association for Computational Linguistics (ACL) · 2022
36
Dependency Tree-Based Rules for Concept-Level Aspect-Based Sentiment Analysis
Communications in computer and information science · 2014
34
Improving Zero-Shot Learning Baselines with Commonsense Knowledge
Cognitive Computation · 2022
32
CICERO: A Dataset for Contextualized Commonsense Inference in Dialogues
Annual Meeting of the Association for Computational Linguistics (ACL) · 2022
31
DOZEN: Cross-Domain Zero Shot Named Entity Recognition with Knowledge Graph
International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) · 2021
31
CIDER: Commonsense Inference for Dialogue Explanation and Reasoning
Annual Meeting of the Special Interest Group on Discourse and Dialogue · 2021
30
Information fusion for affective computing and sentiment analysis
Information Fusion · 2021
30
Erratum to: Multilingual Sentiment Analysis: State of the Art and Independent Comparison of Techniques
Cognitive Computation · 2016
30
Language Model Unalignment: Parametric Red-Teaming to Expose Hidden Harms and Biases
arXiv · 2023
29
Exemplars-Guided Empathetic Response Generation Controlled by the Elements of Human Communication
IEEE Access · 2022
29
Semantic Textual Entailment Recognition using UNL
Polibits · 2011
29
A Textual Entailment System using Anaphora Resolution.
Theory and applications of categories · 2011
28
Are Language Models Puzzle Prodigies? Algorithmic Puzzles Unveil Serious Challenges in Multimodal Reasoning
arXiv · 2024
27
MM-BigBench: Evaluating Multimodal Models on Multimodal Content Comprehension Tasks
arXiv · 2023
27
A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2022
27
JU_CSE_TAC: Textual Entailment Recognition System at TAC RTE-6
Theory and applications of categories · 2010
27
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery
Zonglin Yang, Xinya Du, Junxian Li, Jie Zheng, Soujanya Poria, Erik Cambria
Findings of the Association for Computational Linguistics ACL 2024 · 2024
26
M2H2: A Multimodal Multiparty Hindi Dataset For Humor Recognition in Conversations
INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION · 2021
26
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 · 2021
26
Evaluating Parameter-Efficient Transfer Learning Approaches on SURE Benchmark for Speech Understanding
IEEE International Conference on Acoustics Speech and Signal Processing · 2023
25
Sentic API: A common-sense based API for concept-level sentiment analysis
DR-NTU (Nanyang Technological University) · 2014
25
Evaluating LLMs’ Mathematical and Coding Competency through Ontology-guided Interventions
Pengfei Hong, Navonil Majumder, Deepanway Ghosal, Somak Aditya, Rada Mihalcea, Soujanya Poria
Findings of the Association for Computational Linguistics: ACL 2025 · 2025
24
Flacuna: Unleashing the Problem Solving Power of Vicuna using FLAN Fine-Tuning
arXiv · 2023
24
Understanding the Capabilities and Limitations of Large Language Models for Cultural Commonsense
Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT) · 2024
22
MM-InstructEval: Zero-shot evaluation of (Multimodal) Large Language Models on multimodal reasoning tasks
Information Fusion · 2025
21
A Review of Deep Learning Techniques for Speech Processing
arXiv · 2023
21
Emotion Recognition in Conversations with Transfer Learning from Generative Conversation Modeling.
arXiv.org · 2019
21
A Classifier Based Approach to Emotion Lexicon Construction
Lecture notes in computer science · 2012
21
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification
arXiv · 2022
20
Bayesian Deep Convolution Belief Networks for Subjectivity Detection
IEEE ... International Conference on Data Mining workshops · 2016
20
Toward Robust Multimodal Sentiment Analysis using multimodal foundational models
Expert Systems with Applications · 2025
19
SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning
arXiv · 2022
19
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality Sequences
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2022
18
WikiDes: A Wikipedia-based dataset for generating short descriptions from paragraphs
Information Fusion · 2022
18
Why AI Is WEIRD and Should Not Be This Way: Towards AI For Everyone, With Everyone, By Everyone
arXiv · 2024
16
Multiview Contextual Commonsense Inference: A New Dataset and Task
arXiv · 2022
16
Utterance-level Dialogue Understanding: An Empirical Study
arXiv · 2020
16
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 · 2022
15
AlgoPuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Algorithmic Multimodal Puzzles
Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL) · 2025
13
Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic
Annual Meeting of the Association for Computational Linguistics (ACL) · 2024
13
PIP: Physical Interaction Prediction via Mental Simulation with Span Selection
Lecture notes in computer science · 2022
13
MTGAT: Multimodal Temporal Graph Attention Networks for Unaligned Human Multimodal Language Sequences.
arXiv · 2020
13
$δ$-mem: Efficient Online Memory for Large Language Models
arXiv · 2026
12
Ruby Teaming: Improving Quality Diversity Search with Memory for Automated Red Teaming
arXiv · 2024
12
Uncertainty Guided Label Denoising for Document-level Distant Relation Extraction
Annual Meeting of the Association for Computational Linguistics (ACL) · 2023
12
UDAPTER - Efficient Domain Adaptation Using Adapters
Conference of the European Chapter of the Association for Computational Linguistics · 2023
12
So Different Yet So Alike! Constrained Unsupervised Text Style Transfer
Annual Meeting of the Association for Computational Linguistics (ACL) · 2022
12
STaCK: Sentence Ordering with Temporal Commonsense Knowledge
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2021
12
Persuasive dialogue understanding: The baselines and negative results
Neurocomputing · 2020
12
Training Vision-Language Process Reward Models for Test-Time Scaling in Multimodal Reasoning: Key Insights and Lessons Learned
arXiv · 2025
11
Not All Votes Count! Programs as Verifiers Improve Self-Consistency of Language Models for Math Reasoning
arXiv · 2024
10
Towards solving NLP tasks with optimal transport loss
Journal of King Saud University - Computer and Information Sciences · 2022
10
Causal Augmentation for Causal Sentence Classification
Fiona Anting Tan, Devamanyu Hazarika, See-Kiong Ng, Soujanya Poria, Roger Zimmermann
Proceedings of the First Workshop on Causal Inference and NLP · 2021
10
Social Media Marketing and Financial Forecasting
Information Processing & Management · 2020
10
Singlish SenticNet: A Concept-Based Sentiment Resource for Singapore English
IEEE Symposium Series on Computational Intelligence (SSCI) · 2018
10
Combining Textual Clues with Audio-Visual Information for Multimodal Sentiment Analysis
Socio-affective computing · 2018
10
Affect Recognition for Multimodal Natural Language Processing
Cognitive Computation · 2020
9
A Review of Artificial Intelligence and Biologically Inspired Computational Approaches to Solving Issues in Narrative Financial Disclosure
Lecture notes in computer science · 2013
9
Lessons from Training Grounded LLMs with Verifiable Rewards
arXiv · 2025
8
Multiple Contrastive Learning for Multimodal Sentiment Analysis
IEEE International Conference on Acoustics Speech and Signal Processing · 2023
8
Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2022
8
LLM Alignment should go beyond Harmlessness–Helpfulness and incorporate Human Agency
Cognitive Computation · 2026
7
Reward-Guided Tree Search for Inference Time Alignment of Large Language Models
Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL) · 2025
7
Demystifying deep search: a holistic evaluation with hint-free multi-hop questions and factorised metrics
arXiv · 2025
7
PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns
Yew Ken Chia, Vernon Toh, Deepanway Ghosal, Lidong Bing, Soujanya Poria
Findings of the Association for Computational Linguistics ACL 2024 · 2024
7
CM-TTS: Enhancing Real Time Text-to-Speech Synthesis Efficiency through Weighted Samplers and Consistency Models
Findings of the Association for Computational Linguistics: NAACL · 2024
7
Toward Robust Multimodal Learning using Multimodal Foundational Models
arXiv · 2024
7
WalledEval: A Comprehensive Safety Evaluation Toolkit for Large Language Models
Conference on Empirical Methods in Natural Language Processing: System Demonstrations (EMNLP) · 2024
7
ADAPTERMIX: Exploring the Efficacy of Mixture of Adapters for Low-Resource TTS Adaptation
Interspeech (USB) · 2023
7
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 (Volume 1: Long Papers) · 2021
7
Improving Distantly Supervised Relation Extraction with Self-Ensemble Noise Filtering
IIT Kharagpur, India, Tapas Nayak, Navonil Majumder, SUTD, Singapore, Soujanya Poria, SUTD, Singapore
Proceedings of the Conference Recent Advances in Natural Language Processing - Deep Learning for Natural Language Processing Methods and Applications · 2021
7
SMSFR: SMS-Based FAQ Retrieval System
Lecture notes in computer science · 2013
7
M-LongDoc: A Benchmark For Multimodal Super-Long Document Understanding And A Retrieval-Aware Tuning Framework
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2025
6
Improving Text-To-Audio Models with Synthetic Captions
Zhifeng Kong, Sang-gil Lee, Deepanway Ghosal, Navonil Majumder, Ambuj Mehrish, Rafael Valle, Soujanya Poria, Bryan Catanzaro
Synthetic Data’s Transformative Role in Foundational Speech Models · 2024
6
Action-guided prompt tuning for video grounding
Information Fusion · 2024
6
Emerging Trends of Multimodal Research in Vision and Language.
arXiv · 2020
6
WildMix Dataset and Spectro-Temporal Transformer Model for Monoaural Audio Source Separation
arXiv · 2019
6
Speaker-Independent Multimodal Sentiment Analysis for Big Data
Springer eBooks · 2019
6
Sentic Computing for Social Media Analysis, Representation, and Retrieval
Computer communications and networks · 2012
6
On the Limits of LLM-as-Judge for Scientific Novelty Assessment
arXiv · 2026
5
Epistemic Context Learning: Building Trust the Right Way in LLM-Based Multi-Agent Systems
arXiv · 2026
5
Emma-X: An Embodied Multimodal Action Model with Grounded Chain of Thought and Look-ahead Spatial Reasoning
Annual Meeting of the Association for Computational Linguistics (ACL) · 2025
5
Domain-Expanded ASTE: Rethinking Generalization in Aspect Sentiment Triplet Extraction
Yew Ken Chia, Hui Chen, Guizhen Chen, Wei Han, Sharifah Mahani Aljunied, Soujanya Poria, Lidong Bing
Proceedings of the Second Workshop on Social Influence in Conversations (SICon 2024) · 2024
5
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the CHATGPT Era and Beyond
Conference of the European Chapter of the Association for Computational Linguistics · 2024
5
Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2022
5
Learning Visual Concepts in Images Using Temporal Convolutional Networks
IEEE Symposium Series on Computational Intelligence (SSCI) · 2018
5
HyperTTS: Parameter Efficient Adaptation in Text to Speech using Hypernetworks
arXiv · 2024
4
Language Guided Visual Question Answering: Elevate Your Multimodal Language Model Using Knowledge-Enriched Prompts
Deepanway Ghosal, Navonil Majumder, Roy Lee, Rada Mihalcea, Soujanya Poria
Findings of the Association for Computational Linguistics: EMNLP 2023 · 2023
4
PIP: Physical Interaction Prediction via Mental Imagery with Span Selection.
arXiv · 2021
4
Erratum: Common Sense Knowledge Based Personality Recognition from Text
Lecture notes in computer science · 2013
4
GRAIL: Gradient-Reweighted Advantages for Reinforcement Learning with Verifiable Rewards
arXiv · 2026
3
Pixel-Level Reasoning Segmentation via Multi-turn Conversations
Annual Meeting of the Association for Computational Linguistics (ACL) · 2025
3
kNN-CM: A Non-parametric Inference-Phase Adaptation of Parametric Text Classifiers
Rishabh Bhardwaj, Yingting Li, Navonil Majumder, Bo Cheng, Soujanya Poria
Findings of the Association for Computational Linguistics: EMNLP 2023 · 2023
3
Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language Understanding
Interspeech (USB) · 2023
3
Self-Adaptive Sampling for Efficient Video Question-Answering on Image--Text Models
arXiv · 2023
3
Variational Fusion for Multimodal Sentiment Analysis
arXiv · 2019
3
Concept Extraction from Natural Text for Concept Level Text Analysis
Socio-affective computing · 2018
3
Sentiment Analysis, Basic Tasks of
Springer eBooks · 2017
3
Novel symbolic and machine-learning approaches for text-based and multimodal sentiment analysis
Stirling Online Research Repository (University of Stirling) · 2017
3
10 Open Challenges Steering the Future of Vision-Language-Action Models
Proceedings of the AAAI Conference on Artificial Intelligence · 2026
2
DiffPO: Diffusion-styled Preference Optimization for Inference Time Alignment of Large Language Models
Annual Meeting of the Association for Computational Linguistics (ACL) · 2025
2
From Grounding to Manipulation: Case Studies of Foundation Model Integration in Embodied Robotic Systems
Xiuchao Sui, Daiying Tian, Qi Sun, Ruirui Chen, Dongkyu Choi, Kenneth Kwok, Soujanya Poria
Findings of the Association for Computational Linguistics: EMNLP 2025 · 2025
2
Evaluating AI for Finance: Is AI Credible at Assessing Investment Risk?
arXiv · 2025
2
Leveraging Parameter-Efficient Transfer Learning for Multi-Lingual Text-to-Speech Adaptation
arXiv · 2024
2
Can-Do! A Dataset and Neuro-Symbolic Grounded Framework for Embodied Planning with Large Multimodal Models
arXiv · 2024
2
Sowing the Wind, Reaping the Whirlwind: The Impact of Editing Language Models
Rima Hazra, Sayan Layek, Somnath Banerjee, Soujanya Poria
Findings of the Association for Computational Linguistics ACL 2024 · 2024
2
Two are better than one: Context window extension with multi-grained self-injection
arXiv · 2024
2
Multi-task Learning for Detecting Stance in Tweets
Lecture notes in computer science · 2023
2
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 · 2023
2
ReMask: A Robust Information-Masking Approach for Domain Counterfactual Generation
arXiv · 2023
2
KNOT: Knowledge Distillation using Optimal Transport for Solving NLP Tasks
arXiv · 2021
2
EmoSenticSpace: Dense Concept-Based Affective Features with Common-Sense Knowledge
Socio-affective computing · 2018
2
Basic tasks of sentiment analysis
arXiv · 2017
2
Chain-of-Glimpse: Search-Guided Progressive Object-Grounded Reasoning for Video Understanding
arXiv · 2026
1
PromptDistill: Query-based Selective Token Retention in Intermediate Layers for Efficient Large Language Model Inference
arXiv · 2025
1
Evaluating AI for Finance: Is AI Credible at Assessing Investment Risk Appetite?
Conference on Empirical Methods in Natural Language Processing: Industry Track (EMNLP) · 2025
1
Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical Supervision
Tej Deep Pala, Panshul Sharma, Amir Zadeh, Chuan Li, Soujanya Poria
Findings of the Association for Computational Linguistics: EMNLP 2025 · 2025
1
Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths
Yew Ken Chia, Guizhen Chen, Weiwen Xu, Anh Tuan Luu, Soujanya Poria, Lidong Bing
Findings of the Association for Computational Linguistics: EMNLP 2024 · 2024
1
Towards Robust Instruction Tuning on Multimodal Large Language Models
arXiv · 2024
1
Federated Distillation of Natural Language Understanding with Confident Sinkhorns.
arXiv · 2021
1
Introduction and Motivation
Socio-affective computing · 2018
1
Understanding LOLITA: Experiences in Teaching Large Scale Functional Programming
University of Birmingham Research Portal (University of Birmingham) · 1995
1
Data Agent: Learning to Select Data via End-to-End Dynamic Optimization
arXiv · 2026
–
Just MLPs: Efficient Visual State Reconstruction for Multimodal Language Models
arXiv · 2026
–
Post-Reasoning: Improving the Performance of Non-Thinking Models at No Cost
arXiv · 2026
–
RoboQuest: Generalist Physical Agents that Search, Inspect and Test
arXiv · 2026
–
ScrambleToolBench: Agents Search Exhaustively Even When Their Own Map Points to the Next Step
arXiv · 2026
–
Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training
arXiv · 2026
–
Stacked from One: Multi-Scale Self-Injection for Context Window Extension
arXiv · 2026
–
MNIST-PRO: MNIST is Back as a Partially Observable World for AI Agents
arXiv · 2026
–
DialogXpert: Driving Intelligent and Emotion-Aware Conversations Through Online Value-Based Reinforcement Learning with LLM Priors
Proceedings of the AAAI Conference on Artificial Intelligence · 2026
–
The ACM Multimedia 2025 Grand Challenge of Multimodal Conversational Aspect-based Sentiment Analysis
ACM International Conference on Multimedia (ACM MM) · 2025
–
Libra-Leaderboard: Towards Responsible AI through a Balanced Leaderboard of Safety and Capability
Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL) · 2025
–
PREMISE: Matching-based Prediction for Accurate Review Recommendation
Findings of the Association for Computational Linguistics: NAACL · 2025
–
Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique
Tej Deep Pala, Vernon Toh, Rishabh Bhardwaj, Soujanya Poria
Findings of the Association for Computational Linguistics: EMNLP 2025 · 2025
–
Safety Arithmetic: A Framework for Test-time Safety Alignment of Language Models by Steering Parameters and Activations
Conference on Empirical Methods in Natural Language Processing (EMNLP) · 2024
–
Understanding, Leveraging, and Improving Large Language Models
ACM Web Conference (WWW) · 2024
–
Inference Time Alignment with Reward-Guided Tree Search
arXiv · 2024
–
Adapter Pruning using Tropical Characterization
Rishabh Bhardwaj, Tushar Vaidya, Soujanya Poria
Findings of the Association for Computational Linguistics: EMNLP 2023 · 2023
–
Lightweight Spatial Modeling for Combinatorial Information Extraction From Documents
Findings of the Association for Computational Linguistics: EACL · 2023
–
Fusing Phonetic Features and Chinese Character Representation for Sentiment Analysis
Lecture notes in computer science · 2023
–
Front Matter
Workshop on Figurative Language Processing (FigLang) · 2022
–
An Attention-Based Model for Learning Dynamic Interaction Networks
Sandro Cavallari, Soujanya Poria, Erik Cambria, Vincent W. Zheng, Hongyun Cai
2019 International Joint Conference on Neural Networks (IJCNN) · 2019
–
The Nitty–GRITties of Success: Computational Analysis of Grit From Language
IEEE Access · 2019
–
Background
Socio-affective computing · 2018
–
Conclusion and Future Work
Socio-affective computing · 2018
–
Literature Survey and Datasets
Socio-affective computing · 2018
–
Sentic API: A Common and Common-Sense Knowledge API for Cognition-Driven Sentiment Analysis.
#MSM · 2014
–
An engineering approach to knowledge acquisition by the interactive analysis of dictionary definitions
Durham e-Theses (Durham University) · 1998
–

Publication data from OpenAlex, with missing venues and authors filled in from Crossref; citation counts are the higher of OpenAlex and Semantic Scholar, last synced 2026-10-10. Citation counts may be lower than on Google Scholar, which indexes more sources.

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