TALLRec: An Effective and Efficient Tuning Framework to Align Large Language Model with Recommendation

Author:

Bao Keqin1ORCID,Zhang Jizhi2ORCID,Zhang Yang3ORCID,Wang Wenjie4ORCID,Feng Fuli5ORCID,He Xiangnan6ORCID

Affiliation:

1. Cyber Science and Techonology, University of Science and Technology in China, China

2. School of Data Science, University of Science and Technology in China, China

3. School of Information Science and Technology, University of Science and Technology of China, China

4. School of Computing, National University of Singapore, Singapore

5. University of Science and Technology in China, China

6. University of Science and Technology of China, China

Publisher

ACM

Reference71 articles.

1. Qingyao Ai , Ting Bai , Zhao Cao , Yi Chang , Jiawei Chen , Zhumin Chen , Zhiyong Cheng , Shoubin Dong , Zhicheng Dou , Fuli Feng , 2023. Information Retrieval Meets Large Language Models: A Strategic Report from Chinese IR Community. arXiv preprint arXiv:2307.09751 ( 2023 ). Qingyao Ai, Ting Bai, Zhao Cao, Yi Chang, Jiawei Chen, Zhumin Chen, Zhiyong Cheng, Shoubin Dong, Zhicheng Dou, Fuli Feng, 2023. Information Retrieval Meets Large Language Models: A Strategic Report from Chinese IR Community. arXiv preprint arXiv:2307.09751 (2023).

2. Greg Brockman Mira Murati Peter Welinder and OpenAI. 2022. OpenAI API. Greg Brockman Mira Murati Peter Welinder and OpenAI. 2022. OpenAI API.

3. Language models are few-shot learners;Brown Tom;NeurIPS,2020

4. Aakanksha Chowdhery , Sharan Narang , Jacob Devlin , 2022 . Palm: Scaling language modeling with pathways. arXiv preprint arXiv:2204.02311 (2022). Aakanksha Chowdhery, Sharan Narang, Jacob Devlin, 2022. Palm: Scaling language modeling with pathways. arXiv preprint arXiv:2204.02311 (2022).

5. MV-RNN: A Multi-View Recurrent Neural Network for Sequential Recommendation

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