Dialogue Systems
A Task-oriented Dialog Model with Task-progressive and Policy-aware Pre-training
Retrieval-Augmented Knowledge-Intensive Dialogue
Episode-based Prompt Learning for Any-shot Intent Detection
CrossDial: An Entertaining Dialogue Dataset of Chinese Crosstalk
Fundamentals of NLP
Recurrent Transformers for Long Document Understanding
SCA-CLS: A New Semantic-Context-Aware Framework for Community-Oriented Lexical Simplification
A Cross-lingual Sentiment Embedding Model with Semantic and Sentiment Joint Learning
Learning to Attentively Represent Distinctive Information for Semantic Text Matching
Information Extraction and Knowledge Graph
Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings
MACO: A Modality Adversarial and Contrastive Framework for Modality-missing Multi-modal Knowledge Graph Completion
A Joint Entity and Relation Extraction Approach Using Dilated Convolution and Context Fusion
Interest Aware Dual-channel Graph Contrastive Learning for Session-based Recommendation
Chinese Event Causality Identification Based on Retrieval Enhancement
UZNER: A Benchmark for Named Entity Recognition in Uzbek
Evaluation Framework for Poisoning Attacks on Knowledge Graph Embeddings
Label-guided Compressed Prototypical Network for Incremental Few-shot Text Classification
Auxiliary Information Enhanced Span-based Model for Nested Named Entity Recognition
DialogRE$^{C+}$: An Extension of DialogRE to Investigate How Much Coreference Helps Relation Extraction in Dialogs
A Bi-directional Multi-hop Inference Model for Joint Dialog Sentiment Classification and Act Recognition
Positive-guided Knowledge Distillation for Document-level Relation Extraction with Noisy Labeled Data
PromptCL: Improving Event Representation via Prompt Template and Contrastive Learning
RMGCN: Masked Graph Convolutional Networks for Relation-Aware Entity Alignment with Dangling Cases
SymCoNLL: A Symmetry-based Approach for Document Coreference Resolution
What Makes a Charge? Identifying Charge-Discriminative Facts with Legal Elements
Machine Learning for NLP
A New Encoder Using Character and Word Feature Fusion for Chinese Math Word Problem Solving
MarkBERT: Marking Word Boundaries Improves Chinese BERT
MCVIE: An Effective Batch-Mode Active Learning for Multi-Label Text Classification
Task-consistent Meta Learning for Low-resource Speech Recognition
An Adaptive Learning Method for Solving the Extreme Learning Rate Problem of Transformer
Machine Translation and Multilinguality
Towards Making the Most of LLM for Translation Quality Estimation
Towards Better Translations from Classical to Modern Chinese: A New Dataset and a New Method
Imitation Attacks Can Steal More than You Think from Machine Translation Systems
Monolingual Denoising with Large Language Models for Low-Resource Machine Translation
Multimodality and Explainability
CAMG: Context-Aware Moment Graph Network for Multimodal Temporal Activity Localization via Language
Semantic Extension for Cross-Modal Retrieval of Medical Image-Diagnosis Report
ECOD: A Multi-Modal Dataset for Intelligent Adjudication of E-Commerce Order Disputes
Bounding and Filling: A Fast and Flexible Framework for Image Captioning
NLP Applications and Text Mining
ASKSpell: Adaptive Surface Knowledge Enhances Tokens’ Semantic Representations for Chinese Spelling Check
Biomedical Entity Normalization Using Encoder Regularization and Dynamic Ranking Mechanism
Legal Judgment Prediction Incorporating Guiding Cases Matching
Punctuation Matters! Stealthy Backdoor Attack for Language Models
SeSQL: A High-quality Large-scale Session-level Chinese Text-to-SQL Dataset
RSpell: Retrieval-augmented Framework for Domain Adaptive Chinese Spelling Check
Exploiting Multiple Features for Hash Codes Learning with Semantic-Alignment-Promoting Variational Auto-encoder
Enhancing Detailed Feedback to Chinese Writing Learners Using a Soft-Label Driven Approach and Tag-Aware Ranking Model
Question Answering
NAPG: Non-Autoregressive Program Generation for Hybrid Tabular-Textual Question Answering
Mixture-of-Experts for Biomedical Question Answering
Fine-grained Question-Answer Matching via Sentence-aware Contrastive Self-supervised Transfer
KARN:Knowledge Augmented Reasoning Network for Question Answering
Large Language Models
Creative Destruction: Can Language Models Interpret Oxymorons?
Global Prompt Cell: A Portable Control Module for Effective Prompt Tuning
What Events Do Pre-trained Language Models Learn from Text? Probing Event-based Commonsense Knowledge by Confidence Sorting
Revisit Input Perturbation Problems for LLMs: A Unified Robustness Evaluation Framework for Noisy Slot Filling Task
Large Language Models are Diverse Role-Players for Summarization Evaluation
COSYWA: Enhancing Semantic Integrity in Watermarking Natural Language Generation
Summarization and Generation
Multi-Step Review Generation Based on Masked Language Model for Cross-Domain Aspect-Based Sentiment Analysis
rT5: A Retrieval-Augmented Pre-Trained Model for Ancient Chinese Entity Description Generation
Probing Bilingual Guidance for Cross-Lingual Summarization
Accurate, Diverse and Multiple Distractor Generation with Mixture of Experts
Improve the Diversity and Novelty for Open-ended Neural Text Generation via Inverse Probability Weighting
Dialogue Systems
A Unified Generation Approach for Robust Dialogue State Tracking
An Explicit-Memory Few-shot Joint Learning Model
A Noise-Removal of Knowledge Graph Framework for Profile-based Spoken Language Understanding
Bilevel Scheduled Sampling for Dialogue Generation
Dial-QP: A Multi-Tasking and Keyword-Guided Approach for Enhancing Conversational Query Production
Discourse Relation-Aware Multi-turn Dialogue Response Generation.