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09/05/2023
Making Large Language Models Better Reasoners with Alignment
Reasoning is a cognitive process of using evidence to reach a sound conc...
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07/16/2023
Unifying Token and Span Level Supervisions for Few-Shot Sequence Labeling
Few-shot sequence labeling aims to identify novel classes based on only ...
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06/28/2023
SkillNet-X: A Multilingual Multitask Model with Sparsely Activated Skills
Traditional multitask learning methods basically can only exploit common...
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06/13/2023
Soft Language Clustering for Multilingual Model Pre-training
Multilingual pre-trained language models have demonstrated impressive (z...
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05/29/2023
Large Language Models are not Fair Evaluators
We uncover a systematic bias in the evaluation paradigm of adopting larg...
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05/24/2023
Bi-Drop: Generalizable Fine-tuning for Pre-trained Language Models via Adaptive Subnetwork Optimization
Pretrained language models have achieved remarkable success in a variety...
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05/24/2023
DialogVCS: Robust Natural Language Understanding in Dialogue System Upgrade
In the constant updates of the product dialogue systems, we need to retr...
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05/24/2023
Denoising Bottleneck with Mutual Information Maximization for Video Multimodal Fusion
Video multimodal fusion aims to integrate multimodal signals in videos, ...
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05/11/2023
QURG: Question Rewriting Guided Context-Dependent Text-to-SQL Semantic Parsing
Context-dependent Text-to-SQL aims to translate multi-turn natural langu...
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05/08/2023
Enhancing Continual Relation Extraction via Classifier Decomposition
Continual relation extraction (CRE) models aim at handling emerging new ...
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03/15/2023
Finding Similar Exercises in Retrieval Manner
When students make a mistake in an exercise, they can consolidate it by ...
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03/09/2023
TQ-Net: Mixed Contrastive Representation Learning For Heterogeneous Test Questions
Recently, more and more people study online for the convenience of acces...
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12/14/2022
DialogQAE: N-to-N Question Answer Pair Extraction from Customer Service Chatlog
Harvesting question-answer (QA) pairs from customer service chatlog in t...
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11/15/2022
DualNER: A Dual-Teaching framework for Zero-shot Cross-lingual Named Entity Recognition
We present DualNER, a simple and effective framework to make full use of...
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11/07/2022
Contrastive Learning with Prompt-derived Virtual Semantic Prototypes for Unsupervised Sentence Embedding
Contrastive learning has become a new paradigm for unsupervised sentence...
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10/25/2022
Instance Segmentation for Chinese Character Stroke Extraction, Datasets and Benchmarks
Stroke is the basic element of Chinese character and stroke extraction h...
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10/20/2022
DialogUSR: Complex Dialogue Utterance Splitting and Reformulation for Multiple Intent Detection
While interacting with chatbots, users may elicit multiple intents in a ...
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10/19/2022
Linguistic Rules-Based Corpus Generation for Native Chinese Grammatical Error Correction
Chinese Grammatical Error Correction (CGEC) is both a challenging NLP ta...
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10/19/2022
Learning from the Dictionary: Heterogeneous Knowledge Guided Fine-tuning for Chinese Spell Checking
Chinese Spell Checking (CSC) aims to detect and correct Chinese spelling...
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10/10/2022
Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation
Continual relation extraction (CRE) aims to continually learn new relati...
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09/01/2022
Less is More: Rethinking State-of-the-art Continual Relation Extraction Models with a Frustratingly Easy but Effective Approach
Continual relation extraction (CRE) requires the model to continually le...
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08/26/2022
AiM: Taking Answers in Mind to Correct Chinese Cloze Tests in Educational Applications
To automatically correct handwritten assignments, the traditional approa...
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07/17/2022
Automatic Context Pattern Generation for Entity Set Expansion
Entity Set Expansion (ESE) is a valuable task that aims to find entities...
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07/17/2022
Contextual Similarity is More Valuable than Character Similarity: Curriculum Learning for Chinese Spell Checking
Chinese Spell Checking (CSC) task aims to detect and correct Chinese spe...
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05/16/2022
CQR-SQL: Conversational Question Reformulation Enhanced Context-Dependent Text-to-SQL Parsers
Context-dependent text-to-SQL is the task of translating multi-turn ques...
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04/28/2022
HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification
Hierarchical text classification (HTC) is a challenging subtask of multi...
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04/19/2022
SmartSales: Sales Script Extraction and Analysis from Sales Chatlog
In modern sales applications, automatic script extraction and management...
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03/17/2022
Type-Driven Multi-Turn Corrections for Grammatical Error Correction
Grammatical Error Correction (GEC) aims to automatically detect and corr...
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03/02/2022
The Past Mistake is the Future Wisdom: Error-driven Contrastive Probability Optimization for Chinese Spell Checking
Chinese Spell Checking (CSC) aims to detect and correct Chinese spelling...
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02/24/2022
Pretraining without Wordpieces: Learning Over a Vocabulary of Millions of Words
The standard BERT adopts subword-based tokenization, which may break a w...
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11/17/2021
Exploring Student Representation For Neural Cognitive Diagnosis
Cognitive diagnosis, the goal of which is to obtain the proficiency leve...
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10/19/2021
A non-hierarchical attention network with modality dropout for textual response generation in multimodal dialogue systems
Existing text- and image-based multimodal dialogue systems use the tradi...
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10/16/2021
Seeking Patterns, Not just Memorizing Procedures: Contrastive Learning for Solving Math Word Problems
Math Word Problem (MWP) solving needs to discover the quantitative relat...
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09/27/2021
An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling
Few-Shot Sequence Labeling (FSSL) is a canonical solution for the taggin...
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06/06/2021
Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task Learning
In multi-label text classification (MLTC), each given document is associ...
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05/26/2021
Read, Listen, and See: Leveraging Multimodal Information Helps Chinese Spell Checking
Chinese Spell Checking (CSC) aims to detect and correct erroneous charac...
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04/21/2021
LANA: Towards Personalized Deep Knowledge Tracing Through Distinguishable Interactive Sequences
In educational applications, Knowledge Tracing (KT), the problem of accu...
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12/30/2020
Improving BERT with Syntax-aware Local Attention
Pre-trained Transformer-based neural language models, such as BERT, have...
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12/29/2020
Dialogue Response Selection with Hierarchical Curriculum Learning
We study the learning of a matching model for dialogue response selectio...
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09/20/2020
Difference-aware Knowledge Selection for Knowledge-grounded Conversation Generation
In a multi-turn knowledge-grounded dialog, the difference between the kn...
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06/16/2020