Pith Integrity automated scientific verification

What automated verification finds.

Every finding on this page was produced by a versioned detector, signed with the Pith Ed25519 key, and emitted to the paper's Open Graph Bundle. No human curates this feed. The resolver decides.

About the integrity layer · Protocol · Event schema

36004Papers checked

7727Findings

2455Critical

5272Advisory

2992Affected papers

8Detectors

Filters

All Critical Advisory

All doi_compliance doi_title_agreement ai_meta_artifact external_links citation_quote_validity shingle_duplication claim_evidence cited_work_retraction

Showing latest 23 findings; use filters for narrower slices.

Simulating Exciton Transport with Complex Absorbing Potentials arXiv:2605.17687

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

On Kernel Eigen-alignments of KRR: Reconstruction and Generalization arXiv:2605.15240

critical ai_meta_artifact placeholder insert citation

Verbatim AI-assistant artifact present in paper body: matched pattern 'placeholder_insert_citation'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

Adaptive Prompt Embedding Optimization for LLM Jailbreaking arXiv:2604.24983

critical ai_meta_artifact certainly here is

Verbatim AI-assistant artifact present in paper body: matched pattern 'certainly_here_is'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

The Cylindrical Representation Hypothesis for Language Model Steering arXiv:2605.01844

critical ai_meta_artifact certainly here is

Verbatim AI-assistant artifact present in paper body: matched pattern 'certainly_here_is'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration arXiv:2605.05566

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

LearnMate^2: Design and Evaluation of an LLM-powered Personalized and Adaptive Support System for Online Learning arXiv:2605.06257

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

From 124 Million Tokens to 1,021 Neologisms: A Large-Scale Pipeline for Automatic Neologism Detection arXiv:2605.06426

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

Beyond "I cannot fulfill this request": Alleviating Rigid Rejection in LLMs via Label Enhancement arXiv:2605.07883

critical ai_meta_artifact llm cannot fulfill

Verbatim AI-assistant artifact present in paper body: matched pattern 'llm_cannot_fulfill'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact llm cannot fulfill

Verbatim AI-assistant artifact present in paper body: matched pattern 'llm_cannot_fulfill'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

critical ai_meta_artifact llm cannot fulfill

Verbatim AI-assistant artifact present in paper body: matched pattern 'llm_cannot_fulfill'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

MLCommons Chakra: Advancing Performance Benchmarking and Co-design using Standardized Execution Traces arXiv:2605.11333

critical ai_meta_artifact lorem ipsum

Verbatim AI-assistant artifact present in paper body: matched pattern 'lorem_ipsum'. The matched span is the literal evidence.

Finding detail arXiv Pith page integrity.json

How this works

Pith runs 8 detectors on the corpus: DOI/arXiv compliance, identifier-title agreement, AI meta-comment regex, external link availability, citation-to-quotation validity, and 40-token shingle duplication. Each finding is keyed by a stable evidence hash, signed, and emitted to the paper's Pith Number Open Graph Bundle as a pith.integrity.v1 event.

Public findings use one of three verdict classes: incontrovertible, cross_source, or threshold_with_margin. Read the integrity protocol for exact detector contracts and evidence schemas.