4 papers · 1 filter
Less but Sufficient: Relation Knowledge Selects Compact Knowledge-Graph Contexts, and What External Checks Can and Cannot Catch
Seunghui Jwa, Minsu Oh, Sangwoo Hong +1
Large language models (LLMs) read knowledge-graph facts ranked by relevance, leaving open whether they suffice or conflict. Our checks use relation knowledge, written by hand or le…
Collection-Date Assignment Redirects Answers in Temporal QA
Minsu Oh, Seunghui Jwa, Soo Kyun Kim +1
A collection date records when a source revision was acquired, not when its contents changed. Can assigning this metadata redirect temporal question answering despite unchanged evi…
Evaluating Compressed Memory: Dependence, Utility, and Content Benefit
Minsu Oh, Seunghui Jwa, Chanjun Park +1
Does a language model answer better because its compressed memory contains useful document information? Replacing memory vectors with zeros can lower a trained model's score withou…
Shared Stopping Decisions Change Answers in HQQ Cache Quantization
Seunghui Jwa, Minsu Oh, Chanjun Park +1
Language-model systems batch questions for throughput, but unrelated questions should not change a target's answer when its input and numerical execution are fixed. We study compre…