Unsupervised real-time hallucination detection based on the internal states of large language models
Hallucinations in large language models (LLMs) refer to the phenomenon of LLMs
producing responses that are coherent yet factually inaccurate. This issue undermines the …
producing responses that are coherent yet factually inaccurate. This issue undermines the …
Wikiformer: Pre-training with structured information of wikipedia for ad-hoc retrieval
With the development of deep learning and natural language processing techniques, pre-
trained language models have been widely used to solve information retrieval (IR) …
trained language models have been widely used to solve information retrieval (IR) …
Dragin: Dynamic retrieval augmented generation based on the real-time information needs of large language models
Dynamic retrieval augmented generation (RAG) paradigm actively decides when and what
to retrieve during the text generation process of Large Language Models (LLMs). There are …
to retrieve during the text generation process of Large Language Models (LLMs). There are …
Mitigating Entity-Level Hallucination in Large Language Models
The emergence of Large Language Models (LLMs) has revolutionized how users access
information, shifting from traditional search engines to direct question-and-answer …
information, shifting from traditional search engines to direct question-and-answer …
STARD: A Chinese Statute Retrieval Dataset with Real Queries Issued by Non-professionals
Statute retrieval aims to find relevant statutory articles for specific queries. This process is the
basis of a wide range of legal applications such as legal advice, automated judicial …
basis of a wide range of legal applications such as legal advice, automated judicial …
LeKUBE: A Legal Knowledge Update BEnchmark
Recent advances in Large Language Models (LLMs) have significantly shaped the
applications of AI in multiple fields, including the studies of legal intelligence. Trained on …
applications of AI in multiple fields, including the studies of legal intelligence. Trained on …
[PDF][PDF] THUIR_SS at the NTCIR-17 session search (SS) task
Session Search holds significant importance in the field of information retrieval and user
experience. In this paper, we detail the approach of the THUIR_SS team in the NTCIR17 …
experience. In this paper, we detail the approach of the THUIR_SS team in the NTCIR17 …