Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T20:49:20.328915Z
Paper Citation Record · LEDGER
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions
As of 15 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2608.10621.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
19 of 19 outbound references displayed
- verified exact0
- verified fuzzy1
- unresolved18
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 1bb3a7de-1f5f-4050-a77e-f2a6c3ae0335 · outbound
This paper cites ShieldGemma 2: Robust and Tractable Image Content Moderation.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions ShieldGemma 2: Robust and Tractable Image Content Moderation
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.328915Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 495c0843-63a9-48e7-b64e-963c6f5d4328 · outbound
This paper cites arXiv:2504.18564.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions arXiv:2504.18564
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.252331Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3240d50e-4317-472b-8492-fc0c39bb1435 · outbound
This paper cites In Proceedings of the 2025 Annual Meeting of the Association for Computational Linguistics, 31983–32016.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions In Proceedings of the 2025 Annual Meeting of the Association for Computational Linguistics, 31983–32016
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T20:49:20.914016Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f5289892-65ae-4f96-9549-43fb90be8abd · outbound
This paper cites Language Models (Mostly) Know What They Know.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions Language Models (Mostly) Know What They Know
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.261976Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 946ec0d2-675f-4a9a-b234-131600dea20c · outbound
This paper cites Understanding the Effects of RLHF on LLM Generalisation and Diversity.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions Understanding the Effects of RLHF on LLM Generalisation and Diversity
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.267009Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7ebba70-982e-4c33-94db-516b426e44cd · outbound
This paper cites PolyGuard: A Multilingual Safety Moderation Tool for 17 Languages.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions PolyGuard: A Multilingual Safety Moderation Tool for 17 Languages
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.272141Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 207e9fd0-65dc-4819-8a39-f13d0f0219c1 · outbound
This paper cites arXiv:2506.09996.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions arXiv:2506.09996
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.277192Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c06c521-b0b7-40ef-8884-2df24cd5d024 · outbound
This paper cites YuFeng-XGuard: A Reasoning-Centric, Interpretable, and Flexible Guardrail Model for Large Language Models.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions YuFeng-XGuard: A Reasoning-Centric, Interpretable, and Flexible Guardrail Model for Large Language Models
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.281887Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 518174ce-d0cf-4fde-a1c2-f0d95fd269c2 · outbound
This paper cites arXiv:2506.10805.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions arXiv:2506.10805
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.292635Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54a466bc-983e-416f-8d36-cba5664b6ffd · outbound
This paper cites Beyond Linear Probes: Dynamic Safety Monitoring for Language Models.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions Beyond Linear Probes: Dynamic Safety Monitoring for Language Models
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.297142Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15258ecd-328c-47e5-99ee-d10dba8ba14f · outbound
This paper cites DARWIN: Evolving Jailbreak Adversary and Guardrail for LLM Safety Evaluation and Protection.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions DARWIN: Evolving Jailbreak Adversary and Guardrail for LLM Safety Evaluation and Protection
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.302614Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64ec90b4-a756-4b10-8827-737fc81ce45f · outbound
This paper cites Gemma 2: Improving Open Language Models at a Practical Size.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions Gemma 2: Improving Open Language Models at a Practical Size
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.308135Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 219e22f1-8b1a-4a43-a204-39458f4fe9f4 · outbound
This paper cites DataShield: Uncovering Risky Fine-Tuning Data Across LLMs Through Consensus Subspace Alignment.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions DataShield: Uncovering Risky Fine-Tuning Data Across LLMs Through Consensus Subspace Alignment
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.314151Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c70a672d-257b-4590-aeee-840a931c7a31 · outbound
This paper cites Dynamic Jailbreaking Attack.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions Dynamic Jailbreaking Attack
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.319212Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 891ef963-16a0-44a6-a12f-731f123013e9 · outbound
This paper cites arXiv:2602.13540.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions arXiv:2602.13540
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.323954Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5891261-3a25-471a-9438-06b7a18c3f9d · outbound
This paper cites Teaching Models to Express Their Uncertainty in Words.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions Teaching Models to Express Their Uncertainty in Words
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.287445Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa0bde05-616e-43f4-94e8-d77fa0264896 · outbound
This paper cites The Llama 3 Herd of Models.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions The Llama 3 Herd of Models
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.242523Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d5cc140-fad5-4e8b-864d-ed5112c74c3d · outbound
This paper cites gpt-oss-120b & gpt-oss-20b Model Card.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions gpt-oss-120b & gpt-oss-20b Model Card
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.236219Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3717779-6bdb-480c-86bb-46559091b8f2 · outbound
This paper cites NonTextual Target Attack.
ProbGuard: Calibrated Safety Risk Estimation from LLM Output Distributions NonTextual Target Attack
Reference 2026
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:49:20.247547Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.