No. 10: AAAI-22 Technical Tracks 10
AAAI Technical Track on Speech and Natural Language Processing
Probing Word Syntactic Representations in the Brain by a Feature Elimination Method
PDFUnsupervised Sentence Representation via Contrastive Learning with Mixing Negatives
PDFRetGen: A Joint Framework for Retrieval and Grounded Text Generation Modeling
PDFBiRdQA: A Bilingual Dataset for Question Answering on Tricky Riddles
PDFUniMS: A Unified Framework for Multimodal Summarization with Knowledge Distillation
PDFDialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization
PDFIdiomatic Expression Paraphrasing without Strong Supervision
PDFMultilingual Code Snippets Training for Program Translation
PDFZero-Shot Cross-Lingual Machine Reading Comprehension via Inter-sentence Dependency Graph
PDFFrom Dense to Sparse: Contrastive Pruning for Better Pre-trained Language Model Compression
PDFSequence Level Contrastive Learning for Text Summarization
PDFSelf-Supervised Knowledge Assimilation for Expert-Layman Text Style Transfer
PDFText Is No More Enough! A Benchmark for Profile-Based Spoken Language Understanding
PDFSAS: Self-Augmentation Strategy for Language Model Pre-training
PDFHybrid Curriculum Learning for Emotion Recognition in Conversation
PDFNumHTML: Numeric-Oriented Hierarchical Transformer Model for Multi-Task Financial Forecasting
PDFTracing Text Provenance via Context-Aware Lexical Substitution
PDFFusing Task-Oriented and Open-Domain Dialogues in Conversational Agents
PDFJAKET: Joint Pre-training of Knowledge Graph and Language Understanding
PDFKID-Review: Knowledge-Guided Scientific Review Generation with Oracle Pre-training
PDFReference-Based Speech Enhancement via Feature Alignment and Fusion Network
PDFMDD-Eval: Self-Training on Augmented Data for Multi-Domain Dialogue Evaluation
PDFEfficient Dialog Policy Learning by Reasoning with Contextual Knowledge
PDFHierarchical Cross-Modality Semantic Correlation Learning Model for Multimodal Summarization
PDFAdversarial Data Augmentation for Task-Specific Knowledge Distillation of Pre-trained Transformers
PDFText-Based Interactive Recommendation via Offline Reinforcement Learning
PDFDKPLM: Decomposable Knowledge-Enhanced Pre-trained Language Model for Natural Language Understanding
PDFFrequency-Aware Contrastive Learning for Neural Machine Translation
PDFHyperbolic Disentangled Representation for Fine-Grained Aspect Extraction
PDFProcedural Text Understanding via Scene-Wise Evolution
PDFDebiasing NLU Models via Causal Intervention and Counterfactual Reasoning
PDFChess as a Testbed for Language Model State Tracking
PDFContrast-Enhanced Semi-supervised Text Classification with Few Labels
PDFHybrid Autoregressive Inference for Scalable Multi-Hop Explanation Regeneration
PDFDetIE: Multilingual Open Information Extraction Inspired by Object Detection
PDFHybrid Neural Networks for On-Device Directional Hearing
PDFNon-parametric Online Learning from Human Feedback for Neural Machine Translation
PDFParameter Differentiation Based Multilingual Neural Machine Translation
PDFDisenCite: Graph-Based Disentangled Representation Learning for Context-Specific Citation Generation
PDFHEAL: A Knowledge Graph for Distress Management Conversations
PDFDeep Fusing Pre-trained Models into Neural Machine Translation
PDFVAST: The Valence-Assessing Semantics Test for Contextualizing Language Models
PDFA Label Dependence-Aware Sequence Generation Model for Multi-Level Implicit Discourse Relation Recognition
PDFFast and Constrained Absent Keyphrase Generation by Prompt-Based Learning
PDFGraphMemDialog: Optimizing End-to-End Task-Oriented Dialog Systems Using Graph Memory Networks
PDFMastering the Explicit Opinion-Role Interaction: Syntax-Aided Neural Transition System for Unified Opinion Role Labeling
PDFA Graph Convolutional Network with Adaptive Graph Generation and Channel Selection for Event Detection
PDFLeashing the Inner Demons: Self-Detoxification for Language Models
PDFSTEM: Unsupervised STructural EMbedding for Stance Detection
PDFValueNet: A New Dataset for Human Value Driven Dialogue System
PDFPost-OCR Document Correction with Large Ensembles of Character Sequence-to-Sequence Models
PDFMuMuQA: Multimedia Multi-Hop News Question Answering via Cross-Media Knowledge Extraction and Grounding
PDFPushing the Limits of Rule Reasoning in Transformers through Natural Language Satisfiability
PDFSFSRNet: Super-resolution for Single-Channel Audio Source Separation
PDFCEM: Commonsense-Aware Empathetic Response Generation
PDFWeakly Supervised Neuro-Symbolic Module Networks for Numerical Reasoning over Text
PDFAre Vision-Language Transformers Learning Multimodal Representations? A Probing Perspective
PDFEntailment Relation Aware Paraphrase Generation
PDFVisual Definition Modeling: Challenging Vision & Language Models to Define Words and Objects
PDFActive Learning on Pre-trained Language Model with Task-Independent Triplet Loss
PDFOneRel: Joint Entity and Relation Extraction with One Module in One Step
PDFKATG: Keyword-Bias-Aware Adversarial Text Generation for Text Classification
PDFUnsupervised Deep Keyphrase Generation
PDFGeneration-Focused Table-Based Intermediate Pre-training for Free-Form Question Answering
PDFStepGame: A New Benchmark for Robust Multi-Hop Spatial Reasoning in Texts
PDFMINIMAL: Mining Models for Universal Adversarial Triggers
PDFHierarchical Heterogeneous Graph Attention Network for Syntax-Aware Summarization
PDFSupervising Model Attention with Human Explanations for Robust Natural Language Inference
PDFKnowledge Bridging for Empathetic Dialogue Generation
PDFContrast and Generation Make BART a Good Dialogue Emotion Recognizer
PDFA Semi-supervised Learning Approach with Two Teachers to Improve Breakdown Identification in Dialogues
PDFDiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism
PDFKGR4: Retrieval, Retrospect, Refine and Rethink for Commonsense Generation
PDFImproving Biomedical Information Retrieval with Neural Retrievers
PDFThe King Is Naked: On the Notion of Robustness for Natural Language Processing
PDFSelecting Optimal Context Sentences for Event-Event Relation Extraction
PDFSemantic Parsing in Task-Oriented Dialog with Recursive Insertion-Based Encoder
PDFCINS: Comprehensive Instruction for Few-Shot Learning in Task-Oriented Dialog Systems
PDFSemantic Self-Segmentation for Abstractive Summarization of Long Documents in Low-Resource Regimes
PDFEye of the Beholder: Improved Relation Generalization for Text-Based Reinforcement Learning Agents
PDFImproving Neural Cross-Lingual Abstractive Summarization via Employing Optimal Transport Distance for Knowledge Distillation
PDFHiTKG: Towards Goal-Oriented Conversations via Multi-Hierarchy Learning
PDFIs Discourse Role Important for Emotion Recognition in Conversation?
PDFImproved Text Classification via Contrastive Adversarial Training
PDFLeSICiN: A Heterogeneous Graph-Based Approach for Automatic Legal Statute Identification from Indian Legal Documents
PDFTransformer Uncertainty Estimation with Hierarchical Stochastic Attention
PDFSTEPS: Semantic Typing of Event Processes with a Sequence-to-Sequence Approach
PDFSparse Structure Learning via Graph Neural Networks for Inductive Document Classification
PDFTowards Building ASR Systems for the Next Billion Users
PDFSpan-Based Semantic Role Labeling with Argument Pruning and Second-Order Inference
PDFIncorporating Constituent Syntax for Coreference Resolution
PDFXLM-K: Improving Cross-Lingual Language Model Pre-training with Multilingual Knowledge
PDFHierarchical Context Tagging for Utterance Rewriting
PDFSearch and Learn: Improving Semantic Coverage for Data-to-Text Generation
PDFBraid: Weaving Symbolic and Neural Knowledge into Coherent Logical Explanations
PDFSelf-Supervised Audio-and-Text Pre-training with Extremely Low-Resource Parallel Data
PDFBridging the Gap: Using Deep Acoustic Representations to Learn Grounded Language from Percepts and Raw Speech
PDFALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification
PDFCAISE: Conversational Agent for Image Search and Editing
PDFDual Task Framework for Improving Persona-Grounded Dialogue Dataset
PDFMinimally-Supervised Joint Learning of Event Volitionality and Subject Animacy Classification
PDFFrom Fully Trained to Fully Random Embeddings: Improving Neural Machine Translation with Compact Word Embedding Tables
PDFSGD-X: A Benchmark for Robust Generalization in Schema-Guided Dialogue Systems
PDFUnifying Model Explainability and Robustness for Joint Text Classification and Rationale Extraction
PDFText Revision By On-the-Fly Representation Optimization
PDFUnified Named Entity Recognition as Word-Word Relation Classification
PDFSequence-to-Action: Grammatical Error Correction with Action Guided Sequence Generation
PDFDynamic Key-Value Memory Enhanced Multi-Step Graph Reasoning for Knowledge-Based Visual Question Answering
PDFProtecting Intellectual Property of Language Generation APIs with Lexical Watermark
PDFBROS: A Pre-trained Language Model Focusing on Text and Layout for Better Key Information Extraction from Documents
PDFNon-autoregressive Translation with Layer-Wise Prediction and Deep Supervision
PDFWord Level Robustness Enhancement: Fight Perturbation with Perturbation
PDFPredicting Above-Sentence Discourse Structure Using Distant Supervision from Topic Segmentation
PDFCall for Customized Conversation: Customized Conversation Grounding Persona and Knowledge
PDFLanguage Model Priming for Cross-Lingual Event Extraction
PDFLanguage Modelling via Learning to Rank
PDFNAREOR: The Narrative Reordering Problem
PDFUNISON: Unpaired Cross-Lingual Image Captioning
PDFAutoBERT-Zero: Evolving BERT Backbone from Scratch
PDFISEEQ: Information Seeking Question Generation Using Dynamic Meta-Information Retrieval and Knowledge Graphs
PDFExplainable Metaphor Identification Inspired by Conceptual Metaphor Theory
PDFConfidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss
PDFSSAST: Self-Supervised Audio Spectrogram Transformer
PDFBlock-Skim: Efficient Question Answering for Transformer
PDFDeep Clustering of Text Representations for Supervision-Free Probing of Syntax
PDFFew-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-training
PDFAttention Biasing and Context Augmentation for Zero-Shot Control of Encoder-Decoder Transformers for Natural Language Generation
PDFGALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-supervised Learning and Explicit Policy Injection
PDFDiagnostics-Guided Explanation Generation
PDFMitigating Reporting Bias in Semi-supervised Temporal Commonsense Inference with Probabilistic Soft Logic
PDFAdversarial Training for Improving Model Robustness? Look at Both Prediction and Interpretation
PDFUnsupervised Editing for Counterfactual Stories
PDFLOREN: Logic-Regularized Reasoning for Interpretable Fact Verification
PDFContrastNet: A Contrastive Learning Framework for Few-Shot Text Classification
PDFFrom Good to Best: Two-Stage Training for Cross-Lingual Machine Reading Comprehension
PDFProbing Linguistic Information for Logical Inference in Pre-trained Language Models
PDFOn the Transferability of Pre-trained Language Models: A Study from Artificial Datasets
PDFC2L: Causally Contrastive Learning for Robust Text Classification
PDFNovelty Controlled Paraphrase Generation with Retrieval Augmented Conditional Prompt Tuning
PDFFlexible Instance-Specific Rationalization of NLP Models
PDFInfoLM: A New Metric to Evaluate Summarization & Data2Text Generation
PDFNice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation
PDFZero-Shot Commonsense Question Answering with Cloze Translation and Consistency Optimization
PDFSynthetic Disinformation Attacks on Automated Fact Verification Systems
PDFRegularizing End-to-End Speech Translation with Triangular Decomposition Agreement
PDFPlay the Shannon Game with Language Models: A Human-Free Approach to Summary Evaluation
PDFFortunately, Discourse Markers Can Enhance Language Models for Sentiment Analysis
PDFRetrieve, Caption, Generate: Visual Grounding for Enhancing Commonsense in Text Generation Models
PDFPinpointing Fine-Grained Relationships between Hateful Tweets and Replies
PDFCross-Modal Coherence for Text-to-Image Retrieval
PDFEnhanced Story Comprehension for Large Language Models through Dynamic Document-Based Knowledge Graphs
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