Papers by Junho Shin
Fair or Framed? Political Bias in News Articles Generated by LLMs (2025.emnlp-main)
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| Challenge: | Recent Large Language Models (LLMs) have garnered significant attention for applications like news generation and opinion analysis. |
| Approach: | They analyze 10,850 articles and analyze their publicViews dataset to find left-leaning bias persists in generation tasks. |
| Outcome: | The proposed model size and the PublicViews dataset show that left-leaning bias persists in generation tasks and neutral content remains rare even under balanced opinion settings. |
Voice Query Auto Completion (2021.emnlp-main)
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Raphael Tang, Karun Kumar, Kendra Chalkley, Ji Xin, Liming Zhang, Wenyan Li, Gefei Yang, Yajie Mao, Junho Shin, Geoffrey Craig Murray, Jimmy Lin
| Challenge: | Existing methods fail to complete voice queries from incomplete prefixes because they use orthographic prefix and substrings instead of the true phonetic prefix. |
| Approach: | They propose to condition QAC approaches on intermediate transcriptions to complete voice queries. |
| Outcome: | The proposed method obtains an 18% relative improvement over previous methods on a speech-enabled smart television with real-life voice search traffic. |