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Reassessing Code Authorship Attribution in the Era of Language Models
Announce Type: replace Abstract: The study of Code Stylometry, and in particular Code Authorship Attribution (CAA), aims to analyze coding styles to identify the authors of code samples. CAA has been illustrated to be an important component of automating software engineering (SE) tasks such as bug triaging, fault localization, and test prioritization. In addition, CAA is also important in cybersecurity and software forensics for addressing copyright disputes and detecting plagiarism.
Context-as-a-Service: Surfacing Cross-File Dependency Chains for LLM-Generated Developer Documentation
arXiv:2606.04397v1 Announce Type: new Abstract: LLM agents increasingly write and maintain developer documentation, but usefulness and accuracy often rely on dependency chains that are not obvious to follow. Even with more files in context, the agent must still decide which cross-file dependencies to trace. We present Context-as-a-Service (CaaS), a retrieval layer that LLM agents query to find evidence across the codebase as they review or generate documentation.
Playing Devil's Advocate: Off-the-Shelf Persona Vectors Rival Targeted Steering for Sycophancy
Announce Type: replace Abstract: We study the effect of different persona on \textbf{sycophancy}: model's agreement with users even when the user is incorrect. The standard mitigation, Contrastive Activation Addition (CAA), derives a steering direction from labelled pairs of sycophantic and honest responses. This study evaluates whether off-the-shelf persona steering vectors, originally developed for general role-playing and not trained on sycophancy data, can serve as an alternative.
Jet2, easyJet, TUI and Ryanair passengers issued major Tuesday travel update
Jet2, easyJet, TUI and Ryanair passengers issued major Tuesday travel update The Department of Transport has issued a statement about changes in cancellation and compensation rules Air passengers have been issued an update on major changes surrounding flight cancellations and delays. The Department of Transport has given a statement on Tuesday afternoon affecting all UK airlines. It says the changes, if successful, will give travellers increased protections when their travel is disrupted...
28L women get Rs 3,000 each under Bengal's Annapurna Yojana on day 1
Over 28 lakh women across the state have received Rs 3,000 each under the state’s Annapurna Yojana as the process of direct benefit transfer (DBT) to the beneficiaries’ accounts kicked off on Wednesday. Chief minister Suvendu Adhikari, who officially switched on the benefit transfer at Nabanna, said, “In the last three days, we have received and verified 28,25,769 enrolments. We have transferred Rs 3,000 to the bank accounts of these beneficiaries.”
Jet2, British Airways, easyJet, Ryanair, TUI '70% rule' - all flights affected
Jet2, British Airways, easyJet, Ryanair, TUI '70% rule' - all flights affected Airlines and aviation authorities have strict rules on how much alcohol passengers can carry on flights Bringing home a bottle of local spirits is a cherished holiday ritual for many travellers. However, some passengers could encounter an unwelcome surprise at the airport if they fail to check one crucial detail on the label. The problem centres on alcohol strength.
SC junks MHA’s order rejecting IPS officer’s VRS plea
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MechLens: Late Crystallization of Factual Knowledge Explains Intervention Effectiveness in Language Models
arXiv:2606.07978v1 Announce Type: new Abstract: Understanding where LLMs store factual knowledge is critical for hallucination mitigation. We systematically quantify Late Crystallization: factual knowledge does not gradually emerge across layers but "crystallizes" abruptly at the final layers.