Unverified50% confidenceFactExact time
Awas's citation gate is implemented in pure code, keeping only those evidence rows whose citations are verbatim substrings of page text fetched during that run.
1
Sources
50%
Confidence
Long-term
Relevance
10/17/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe capability of citation anchors has a clear upper limit: text matching can only prove that the characters exist in the document, it cannot prove that those characters are the correct source of the field, nor can it capture misreadings by OCR itself.65% similarUnverifiedThe idea for solving the citation problem is to separate retrieval from generation, letting the model responsible for generation handle only the document content it has already been given, and delegating verbatim quotations to retrieval or string-matching scripts.63% similarUnverifiedLenz extracts specific verifiable claims from any input text rather than scoring the entire content60% similarUnverifiedSourceCheck的核心理念是用引用的方式替代拷贝，让模型输出极简的元数据来描述引用了哪个文档的哪个段落，而非大段复述原文60% similarUnverifiedWrapping retrieved text in clearly delimited, labeled blocks and explicitly telling the model that the content within those blocks is data rather than instructions can eliminate the majority of the prompt injection attack surface.59% similar
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