Cost-aware abstention cuts wrong routes on IT ticket classification
On 47,837 tickets, a calibration-selected TF-IDF policy cuts test cost 38.1% and wrong routes from 15.3% to 3.5%.
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AI model
GPT-4o-mini
- Mentions · 7d0
- Mentions · 30d2
- All mentions8
- First seenSep 2, 2026
- Last mentioned8d ago
Timeline
8 articles · newest firstThreat-Preserving Representation Sensitivity in Agent-Security Benchmarks
Agent-security benchmark ASR scores shift up to 13 percentage points when tool names change, showing single-representation robustness scores may not generalize.
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Inherit-MAS: Test-Time Evolution of Multi-Agent Systems through Workflow and Execution Inheritance
Inherit-MAS evolves multi-agent workflows at test time, beating baselines on WorkBench and HotpotQA while cutting tokens.
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Continuous Assurance of Agentic Security Auditors for Software Delivery Decision Gates
Researchers propose TAIP to continuously recompute assurance for LLM repository auditors used as CI merge gates.
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Climbing the Hill: Prompt Injection Red-Teaming Against Frontier Models with Curriculum Reinforcement Learning
Curriculum RL red-teams frontier LLMs for prompt injection, hitting 93.8% ASR against GPT-5.6-Luna on AgentDyn.
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UN turns to Google to make its global data ready for AI agents
UN and Google launch UN System Data Commons for AI agents; UNICEF benchmark finds six major LLMs answered global statistics questions with just 21.2% accuracy.
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PuzzleMask: Abusing Plain Prose as a Covert AI Attack Vector
Check Point details PuzzleMask, a plain-prose technique that bypasses LLM gatekeeper policy checks, letting hidden payloads reach target models unreviewed.
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HarvestBench: Measuring Whether LLM Agents Will Pay to Avoid Killing Animals
HarvestBench, a reproducible farm-simulation benchmark, shows LLM agents pay fuel costs to avoid killing animals, with kill rates spanning 0.4% to 98.8% across nine models.
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Appears with
- OpenAIvendor · 3
- OpenAIorganization · 2
- Claude Haiku 4.5ai model · 2
- RepoAuditproduct · 1
- HarvestBenchproduct · 1
- GPT-4o-miniproduct · 1
- Google.orgorganization · 1
- GPT-5ai model · 1
- Gemini 2.0 Flashai model · 1
- gpt-4.1ai model · 1
- Alibabavendor · 1
- UN System Data Commonsproduct · 1
- Data Commonsproduct · 1
- Haikuai model · 1
- DistilBERTai model · 1
- GPT-5-miniai model · 1
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