Does LLM Focus on the Right Words? Mitigating Context Bias in LLM-based Recommenders.

Bohao Wang|Jiawei Chen|Feng Liu|Changwang Zhang|Jun Wang|Canghong Jin|Chun Chen|Can Wang


Anthology ID:DBLP:conf/www/WangCLZWJCW26
Volume:Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026.
Year:2026
Venue:The Web Conference (WWW)
Publisher:ACM
Pages:6688-6699
URL:https://doi.org/10.1145/3774904.3792607
DOI:https://doi.org/10.1145/3774904.3792607
DBLP:conf/www/WangCLZWJCW26
BibTeX:
@inproceedings{wang-2026-llm, author = {Bohao Wang and Jiawei Chen and Feng Liu and Changwang Zhang and Jun Wang and Canghong Jin and Chun Chen and Can Wang}, editor = {Hakim Hacid and Yoelle Maarek and Francesco Bonchi and Ido Guy and Emine Yilmaz}, title = {{Does LLM Focus on the Right Words? Mitigating Context Bias in LLM-based Recommenders}}, booktitle = {{Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026}}, pages = {6688--6699}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3774904.3792607}, doi = {https://doi.org/10.1145/3774904.3792607} }