Jul 2026· AI and Ethics· Vol 6· 0 citations· 40 references
Computer Science
TL;DR
It is argued that some answerability-relevant deficits may be produced by alignment and deployment regimes themselves, and designers should avoid durable closure of non-trivial paths toward answerability-relevant capacities as a routine means of securing compliance, while also avoiding fabricated presence and responsibility laundering.
A probe corpus of 42 retracted, fraudulent, and pseudoscientific papers is paired with a methodology for eliciting and scoring single-shot model engagement with each paper's framing, indicating an urgent need for guardrail infrastructure for scientific deployment of language models.
A pipeline promoting an AI system publishes records claiming the thing evaluated is the thing deployed and that the evidence licensed the transition, and measures whether those records can express that claim and whether it holds where declared.
This study cautions against transplanting verification into grounding pipelines and identifies calibrated abstention as a property worth preserving and proposes an abstention-aware verifier that intervenes only under sufficient candidate coverage and confidence.
Duchen Li· Poster Volume 0008 The 2026...· 0 citations
The evidence supports an architectural claim: when an LLM forward pass is wrapped in an ontology-mediated auditing, structurally inevitable hallucination can be partially recovered.
OpenCodeReview is introduced, built on deterministic engineering for uncertain agents: rather than granting maximal freedom, determinism is injected at three deliberate pipeline points to address non-determinism in LLM code review systems.
Zhengfeng Li, Lei Zhang, Xian Wu et al.· 0 citations
This work measures the capability that role assumes and finds it lacking under the protocol the role is usually deployed with, one-shot greedy authoring with no test-time reasoning.
Wen-Hui Chen, Jian-Lin Chen, Zi-Yao Lin et al.· 1 citation
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