4 papers
CommunityFact: A Dynamic, Multilingual, Multi-domain Benchmark for Misinformation Detection in the Wild
Sahajpreet Singh, Insyirah Mujtahid, Min-Yen Kan +1
Misinformation verification increasingly occurs in public, fast-moving, and multilingual online settings, where static benchmarks provide an incomplete measure of model reliability…
Discursive Circuits: How Do Language Models Understand Discourse Relations?
Yisong Miao, Min-Yen Kan
Which components in transformer language models are responsible for discourse understanding? We hypothesize that sparse computational graphs, termed as discursive circuits, control…
Are Knowledge and Reference in Multilingual Language Models Cross-Lingually Consistent?
Xi Ai, Mahardika Krisna Ihsani, Min-Yen Kan
Cross-lingual consistency should be considered to assess cross-lingual transferability, maintain the factuality of the model knowledge across languages, and preserve the parity of…
The Devil is in the Neurons: Interpreting and Mitigating Social Biases in Pre-trained Language Models
Yan Liu, Yu Liu, Xiaokang Chen +4
Pre-trained Language models (PLMs) have been acknowledged to contain harmful information, such as social biases, which may cause negative social impacts or even bring catastrophic…