Paper Citation Record · LEDGER

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2412.15194.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.15194 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:27:26.145226Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a54cd0d1-3536-4eff-83f8-93f98202586d · inbound

ORPP: Self-Optimizing Role-playing Prompts to Enhance Language Model Capabilities cites this paper.

ORPP: Self-Optimizing Role-playing Prompts to Enhance Language Model Capabilities MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T11:27:26.145226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e135f8a-94d1-4679-acea-e22753019b80 · inbound

From KMMLU-Redux to KMMLU-Pro: A Professional Korean Benchmark Suite for LLM Evaluation cites this paper.

From KMMLU-Redux to KMMLU-Pro: A Professional Korean Benchmark Suite for LLM Evaluation MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T18:16:47.983056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e689eac6-1808-4201-a231-73f69a312a71 · inbound

TDA-RC: Task-Driven Alignment for Knowledge-Based Reasoning Chains in Large Language Models cites this paper.

TDA-RC: Task-Driven Alignment for Knowledge-Based Reasoning Chains in Large Language Models MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-15T12:25:36.032153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 309c7c76-6f33-4ca6-bc7e-32a15024d37e · inbound

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration cites this paper.

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:58:13.183812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3ee3fae2-f0b0-40c6-b5a5-b7954c930d0f · inbound

Provable Joint Decontamination for Benchmarking Multiple Large Language Models cites this paper.

Provable Joint Decontamination for Benchmarking Multiple Large Language Models MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 180

Resolution: verified exact; arxiv_id, observed 2026-05-22T00:44:29.471191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c8b490c7-7a77-43b4-a1d2-0ef8d2636d42 · inbound

At the Edge of Understanding: Sparse Autoencoders Trace The Limits of Transformer Generalization cites this paper.

At the Edge of Understanding: Sparse Autoencoders Trace The Limits of Transformer Generalization MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 65

Resolution: metadata mismatch; arxiv_id, observed 2026-06-26T01:28:50.524986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cce7df17-337f-413b-8be4-643d567840e5 · inbound

Length Penalties Make Chain-of-Thought Less Monitorable cites this paper.

Length Penalties Make Chain-of-Thought Less Monitorable MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 85

Resolution: unresolved; no resolver link, observed 2026-07-14T15:45:54.532529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9e5c36a-ae8a-4a43-a059-dc7cc848603d · inbound

Length Penalties Make Chain-of-Thought Less Monitorable cites this paper.

Length Penalties Make Chain-of-Thought Less Monitorable MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-02T08:06:10.871998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 468f8bbb-9c8c-448c-accf-13bc3d193157 · inbound

Length Penalties Make Chain-of-Thought Less Monitorable cites this paper.

Length Penalties Make Chain-of-Thought Less Monitorable MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T04:30:30.646103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.