Is chatgpt fair for recommendation? evaluating fairness in large language model recommendation
The remarkable achievements of Large Language Models (LLMs) have led to the
emergence of a novel recommendation paradigm—Recommendation via LLM (RecLLM) …
emergence of a novel recommendation paradigm—Recommendation via LLM (RecLLM) …
Item-side Fairness of Large Language Model-based Recommendation System
Recommendation systems for Web content distribution intricately connect to the information
access and exposure opportunities for vulnerable populations. The emergence of Large …
access and exposure opportunities for vulnerable populations. The emergence of Large …
Tallrec: An effective and efficient tuning framework to align large language model with recommendation
Large Language Models (LLMs) have demonstrated remarkable performance across
diverse domains, thereby prompting researchers to explore their potential for use in …
diverse domains, thereby prompting researchers to explore their potential for use in …
Llmrec: Benchmarking large language models on recommendation task
Recently, the fast development of Large Language Models (LLMs) such as ChatGPT has
significantly advanced NLP tasks by enhancing the capabilities of conversational models …
significantly advanced NLP tasks by enhancing the capabilities of conversational models …
Up5: Unbiased foundation model for fairness-aware recommendation
Recent advancements in foundation models such as large language models (LLM) have
propelled them to the forefront of recommender systems (RS). Moreover, fairness in RS is …
propelled them to the forefront of recommender systems (RS). Moreover, fairness in RS is …
How can recommender systems benefit from large language models: A survey
With the rapid development of online services, recommender systems (RS) have become
increasingly indispensable for mitigating information overload. Despite remarkable …
increasingly indispensable for mitigating information overload. Despite remarkable …
Evaluating chatgpt as a recommender system: A rigorous approach
Recent popularity surrounds large AI language models due to their impressive natural
language capabilities. They contribute significantly to language-related tasks, including …
language capabilities. They contribute significantly to language-related tasks, including …
LlamaRec: Two-stage recommendation using large language models for ranking
Recently, large language models (LLMs) have exhibited significant progress in language
understanding and generation. By leveraging textual features, customized LLMs are also …
understanding and generation. By leveraging textual features, customized LLMs are also …
Tutorial on large language models for recommendation
Foundation Models such as Large Language Models (LLMs) have significantly advanced
many research areas. In particular, LLMs offer significant advantages for recommender …
many research areas. In particular, LLMs offer significant advantages for recommender …
A survey on large language models for recommendation
Large Language Models (LLMs) have emerged as powerful tools in the field of Natural
Language Processing (NLP) and have recently gained significant attention in the domain of …
Language Processing (NLP) and have recently gained significant attention in the domain of …