b'Lidong Bing'

research

∙ 06/20/2023

Democratizing LLMs for Low-Resource Languages by Leveraging their English Dominant Abilities with Linguistically-Diverse Prompts

Large language models (LLMs) are known to effectively perform tasks by s...

0 Xuan-Phi Nguyen, et al. ∙

research

∙ 06/16/2023

Class-Adaptive Self-Training for Relation Extraction with Incompletely Annotated Training Data

Relation extraction (RE) aims to extract relations from sentences and do...

0 Qingyu Tan, et al. ∙

research

∙ 06/15/2023

Towards Benchmarking and Improving the Temporal Reasoning Capability of Large Language Models

Reasoning about time is of fundamental importance. Many facts are time-d...

0 Qingyu Tan, et al. ∙

research

∙ 06/08/2023

M3Exam: A Multilingual, Multimodal, Multilevel Benchmark for Examining Large Language Models

Despite the existence of various benchmarks for evaluating natural langu...

0 Wenxuan Zhang, et al. ∙

research

∙ 06/07/2023

INSTRUCTEVAL: Towards Holistic Evaluation of Instruction-Tuned Large Language Models

Instruction-tuned large language models have revolutionized natural lang...

0 Yew Ken Chia, et al. ∙

research

∙ 06/05/2023

Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

We present Video-LLaMA, a multi-modal framework that empowers Large Lang...

0 Hang Zhang, et al. ∙

research

∙ 05/31/2023

AQE: Argument Quadruplet Extraction via a Quad-Tagging Augmented Generative Approach

Argument mining involves multiple sub-tasks that automatically identify ...

0 Jia Guo, et al. ∙

research

∙ 05/24/2023

Is GPT-4 a Good Data Analyst?

As large language models (LLMs) have demonstrated their powerful capabil...

0 Liying Cheng, et al. ∙

research

∙ 05/24/2023

Unlocking Temporal Question Answering for Large Language Models Using Code Execution

Large language models (LLMs) have made significant progress in natural l...

0 Xingxuan Li, et al. ∙

research

∙ 05/24/2023

Sentiment Analysis in the Era of Large Language Models: A Reality Check

Sentiment analysis (SA) has been a long-standing research area in natura...

0 Wenxuan Zhang, et al. ∙

research

∙ 05/23/2023

Domain-Expanded ASTE: Rethinking Generalization in Aspect Sentiment Triplet Extraction

Aspect Sentiment Triplet Extraction (ASTE) is a subtask of Aspect-Based ...

0 Yew Ken Chia, et al. ∙

research

∙ 05/22/2023

Chain of Knowledge: A Framework for Grounding Large Language Models with Structured Knowledge Bases

We introduce Chain of Knowledge (CoK), a framework that augments large l...

0 Xingxuan Li, et al. ∙

research

∙ 05/22/2023

Better Sampling of Negatives for Distantly Supervised Named Entity Recognition

Distantly supervised named entity recognition (DS-NER) has been proposed...

0 Lu Xu, et al. ∙

research

∙ 05/22/2023

Are Large Language Models Good Evaluators for Abstractive Summarization?

Human evaluations are often required for abstractive summary evaluations...

0 Chenhui Shen, et al. ∙

research

∙ 05/22/2023

Gradient-Boosted Decision Tree for Listwise Context Model in Multimodal Review Helpfulness Prediction

Multimodal Review Helpfulness Prediction (MRHP) aims to rank product rev...

0 Thong Nguyen, et al. ∙

research

∙ 05/19/2023

Enhancing Few-shot NER with Prompt Ordering based Data Augmentation

Recently, data augmentation (DA) methods have been proven to be effectiv...

0 Huiming Wang, et al. ∙

research

∙ 05/19/2023

Information Screening whilst Exploiting! Multimodal Relation Extraction with Feature Denoising and Multimodal Topic Modeling

Existing research on multimodal relation extraction (MRE) faces two co-e...

0 Shengqiong Wu, et al. ∙

research

∙ 05/19/2023

Zero-Shot Text Classification via Self-Supervised Tuning

Existing solutions to zero-shot text classification either conduct promp...

0 Chaoqun Liu, et al. ∙

research

∙ 05/18/2023

Reasoning Implicit Sentiment with Chain-of-Thought Prompting

While sentiment analysis systems try to determine the sentiment polariti...

0 Hao Fei, et al. ∙

research

∙ 05/16/2023

Bidirectional Generative Framework for Cross-domain Aspect-based Sentiment Analysis

Cross-domain aspect-based sentiment analysis (ABSA) aims to perform vari...

0 Yue Deng, et al. ∙

research

∙ 05/16/2023

Easy-to-Hard Learning for Information Extraction

Information extraction (IE) systems aim to automatically extract structu...

0 Chang Gao, et al. ∙

research

∙ 05/15/2023

A Hierarchical Encoding-Decoding Scheme for Abstractive Multi-document Summarization

Pre-trained language models (PLMs) have accomplished impressive achievem...

0 Chenhui Shen, et al. ∙

research

∙ 05/05/2023

Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework

As large language models (LLMs) have become the norm in NLP, demonstrati...

17 Ruochen Zhao, et al. ∙

research

∙ 04/03/2023

Towards Integration of Discriminability and Robustness for Document-Level Relation Extraction

Document-level relation extraction (DocRE) predicts relations for entity...

0 Jia Guo, et al. ∙

research

∙ 12/20/2022

Is GPT-3 a Psychopath? Evaluating Large Language Models from a Psychological Perspective

Are large language models (LLMs) like GPT-3 psychologically safe? In thi...

32 Xingxuan Li, et al. ∙

research

∙ 12/20/2022

Is GPT-3 a Good Data Annotator?

GPT-3 (Generative Pre-trained Transformer 3) is a large-scale autoregres...

34 Bosheng Ding, et al. ∙

research

∙ 12/09/2022

From Clozing to Comprehending: Retrofitting Pre-trained Language Model to Pre-trained Machine Reader

We present Pre-trained Machine Reader (PMR), a novel method to retrofit ...

0 Weiwen Xu, et al. ∙

research

∙ 11/28/2022

On the Effectiveness of Parameter-Efficient Fine-Tuning

Fine-tuning pre-trained models has been ubiquitously proven to be effect...

0 Zihao Fu, et al. ∙

research

∙ 11/18/2022

A Dataset for Hyper-Relational Extraction and a Cube-Filling Approach

Relation extraction has the potential for large-scale knowledge graph co...

0 Yew Ken Chia, et al. ∙

research

∙ 11/17/2022

ConNER: Consistency Training for Cross-lingual Named Entity Recognition

Cross-lingual named entity recognition (NER) suffers from data scarcity ...

0 Ran Zhou, et al. ∙

research

∙ 11/16/2022

Towards Robust Low-Resource Fine-Tuning with Multi-View Compressed Representations

Due to the huge amount of parameters, fine-tuning of pretrained language...

11 Linlin Liu, et al. ∙

research

∙ 11/07/2022

Adaptive Contrastive Learning on Multimodal Transformer for Review Helpfulness Predictions

Modern Review Helpfulness Prediction systems are dependent upon multiple...

0 Thong Nguyen, et al. ∙

research

∙ 10/26/2022

SentBS: Sentence-level Beam Search for Controllable Summarization

A wide range of control perspectives have been explored in controllable ...

0 Chenhui Shen, et al. ∙

research

∙ 10/18/2022

Retrofitting Multilingual Sentence Embeddings with Abstract Meaning Representation

We introduce a new method to improve existing multilingual sentence embe...

6 Deng Cai, et al. ∙

research

∙ 10/17/2022

PeerDA: Data Augmentation via Modeling Peer Relation for Span Identification Tasks

Span Identification (SpanID) is a family of NLP tasks that aims to detec...

0 Weiwen Xu, et al. ∙

research

∙ 09/26/2022

Informative Text Generation from Knowledge Triples

As the development of the encoder-decoder architecture, researchers are ...

0 Zihao Fu, et al. ∙

research

∙ 09/12/2022

SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning

With the boom of e-commerce, Multimodal Review Helpfulness Prediction (M...

0 Wei Han, et al. ∙

research

∙ 05/25/2022

Revisiting DocRED – Addressing the Overlooked False Negative Problem in Relation Extraction

The DocRED dataset is one of the most popular and widely used benchmarks...

0 Qingyu Tan, et al. ∙

research

∙ 03/23/2022

IAM: A Comprehensive and Large-Scale Dataset for Integrated Argument Mining Tasks

Traditionally, a debate usually requires a manual preparation process, i...

0 Liying Cheng, et al. ∙

research

∙ 03/21/2022

Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation

Document-level Relation Extraction (DocRE) is a more challenging task co...

0 Qingyu Tan, et al. ∙

research

∙ 03/17/2022

RelationPrompt: Leveraging Prompts to Generate Synthetic Data for Zero-Shot Relation Triplet Extraction

Despite the importance of relation extraction in building and representi...

0 Yew Ken Chia, et al. ∙

research

∙ 03/02/2022

A Survey on Aspect-Based Sentiment Analysis: Tasks, Methods, and Challenges

As an important fine-grained sentiment analysis problem, aspect-based se...

0 Wenxuan Zhang, et al. ∙

research

∙ 02/15/2022

Enhancing Cross-lingual Prompting with Mask Token Augmentation

Prompting shows promising results in few-shot scenarios. However, its st...

0 Meng Zhou, et al. ∙

research

∙ 11/22/2021

Knowledge Based Multilingual Language Model

Knowledge enriched language representation learning has shown promising ...

2 Linlin Liu, et al. ∙

research

∙ 10/14/2021

GlobalWoZ: Globalizing MultiWoZ to Develop Multilingual Task-Oriented Dialogue Systems

Much recent progress in task-oriented dialogue (ToD) systems has been dr...

8 Bosheng Ding, et al. ∙

research

∙ 10/14/2021

MReD: A Meta-Review Dataset for Controllable Text Generation

When directly using existing text generation datasets for controllable g...

0 Chenhui Shen, et al. ∙

research

∙ 10/02/2021

Aspect Sentiment Quad Prediction as Paraphrase Generation

Aspect-based sentiment analysis (ABSA) has been extensively studied in r...

0 Wenxuan Zhang, et al. ∙

research

∙ 09/30/2021

Multilingual AMR Parsing with Noisy Knowledge Distillation

We study multilingual AMR parsing from the perspective of knowledge dist...

8 Deng Cai, et al. ∙

research

∙ 08/31/2021

MELM: Data Augmentation with Masked Entity Language Modeling for Cross-lingual NER

Data augmentation for cross-lingual NER requires fine-grained control ov...

0 Ran Zhou, et al. ∙

research

∙ 07/26/2021

Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction

Aspect Sentiment Triplet Extraction (ASTE) is the most recent subtask of...

0 Lu Xu, et al. ∙

Lidong Bing

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