Search Results for author: Xunjian Yin

Found 13 papers, 9 papers with code

How Do Seq2Seq Models Perform on End-to-End Data-to-Text Generation?

1 code implementation ACL 2022 Xunjian Yin, Xiaojun Wan

With the rapid development of deep learning, Seq2Seq paradigm has become prevalent for end-to-end data-to-text generation, and the BLEU scores have been increasing in recent years.

Data-to-Text Generation

Understanding the Interplay between Parametric and Contextual Knowledge for Large Language Models

1 code implementation10 Oct 2024 Sitao Cheng, Liangming Pan, Xunjian Yin, Xinyi Wang, William Yang Wang

To support this investigation, we introduce ECHOQA, a benchmark spanning scientific, factual, and commonsense knowledge.

Gödel Agent: A Self-Referential Agent Framework for Recursive Self-Improvement

2 code implementations6 Oct 2024 Xunjian Yin, Xinyi Wang, Liangming Pan, Xiaojun Wan, William Yang Wang

The rapid advancement of large language models (LLMs) has significantly enhanced the capabilities of AI-driven agents across various tasks.

Mathematical Reasoning Meta-Learning

MC-MKE: A Fine-Grained Multimodal Knowledge Editing Benchmark Emphasizing Modality Consistency

no code implementations19 Jun 2024 Junzhe Zhang, Huixuan Zhang, Xunjian Yin, Baizhou Huang, Xu Zhang, Xinyu Hu, Xiaojun Wan

Our benchmark facilitates independent correction of misreading and misrecognition errors by editing the corresponding knowledge component.

knowledge editing

ContraSolver: Self-Alignment of Language Models by Resolving Internal Preference Contradictions

no code implementations13 Jun 2024 Xu Zhang, Xunjian Yin, Xiaojun Wan

While substantial advancements have been made in developing large language models (LLMs), achieving control over their behavior can be difficult.

EAMA : Entity-Aware Multimodal Alignment Based Approach for News Image Captioning

no code implementations29 Feb 2024 Junzhe Zhang, Huixuan Zhang, Xunjian Yin, Xiaojun Wan

News image captioning requires model to generate an informative caption rich in entities, with the news image and the associated news article.

Image Captioning Sentence

Benchmarking Knowledge Boundary for Large Language Models: A Different Perspective on Model Evaluation

1 code implementation18 Feb 2024 Xunjian Yin, Xu Zhang, Jie Ruan, Xiaojun Wan

In recent years, substantial advancements have been made in the development of large language models, achieving remarkable performance across diverse tasks.

Benchmarking Language Modelling +2

History Matters: Temporal Knowledge Editing in Large Language Model

1 code implementation9 Dec 2023 Xunjian Yin, Jin Jiang, Liming Yang, Xiaojun Wan

The imperative task of revising or updating the knowledge stored within large language models arises from two distinct sources: intrinsic errors inherent in the model which should be corrected and outdated knowledge due to external shifts in the real world which should be updated.

knowledge editing Language Modelling +1

ALCUNA: Large Language Models Meet New Knowledge

1 code implementation23 Oct 2023 Xunjian Yin, Baizhou Huang, Xiaojun Wan

With the rapid development of NLP, large-scale language models (LLMs) excel in various tasks across multiple domains now.

A Comprehensive Evaluation and Analysis Study for Chinese Spelling Check

no code implementations25 Jul 2023 Xunjian Yin, Xiaojun Wan

With the development of pre-trained models and the incorporation of phonetic and graphic information, neural models have achieved high scores in Chinese Spelling Check (CSC).

Human-like Summarization Evaluation with ChatGPT

1 code implementation5 Apr 2023 Mingqi Gao, Jie Ruan, Renliang Sun, Xunjian Yin, Shiping Yang, Xiaojun Wan

Evaluating text summarization is a challenging problem, and existing evaluation metrics are far from satisfactory.

Text Summarization

Error-Robust Retrieval for Chinese Spelling Check

1 code implementation15 Nov 2022 Xunjian Yin, Xinyu Hu, Jin Jiang, Xiaojun Wan

Chinese Spelling Check (CSC) aims to detect and correct error tokens in Chinese contexts, which has a wide range of applications.

Retrieval

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