Paper Citation Record · LEDGER

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

As of 18 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 10 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 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:36:56.441502Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:17:29.508961Z

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

54 of 54 outbound references displayed

verified exact0
verified fuzzy3
unresolved51
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

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

Outbound references

Observation f0890a7c-e109-4e22-94aa-ed6a2403c747 · outbound

This paper cites Phi-4 Technical Report.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Phi-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.182704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26b5a11c-43e8-4dfc-a1e8-91a3c016e4ad · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.188989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ce5e8b0-b892-476b-9ae6-767594d0a466 · outbound

This paper cites GPT-4 Technical Report.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.194251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58e88894-dbfa-49fd-845c-31fd7293e841 · outbound

This paper cites an unresolved cited work.

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

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:36:57.195843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 91300db8-8176-441f-b4af-564e235d1e33 · outbound

This paper cites Mmlu-pro+: Evaluating higher-order reasoning and shortcut learning in llms.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Mmlu-pro+: Evaluating higher-order reasoning and shortcut learning in llms

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:36:57.181341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4b6bb381-41e9-4fe8-aafc-ab2b2269ec75 · outbound

This paper cites Qwen Technical Report.

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

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.209191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6017d45-8fb9-46c1-b964-1ccb76709906 · outbound

This paper cites InternLM2 Technical Report.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark InternLM2 Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.214345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 789a33e8-a9fe-49a7-ace9-b86a526694d9 · outbound

This paper cites an unresolved cited work.

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

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.219910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3e537f3-adcd-4bd2-8d4b-e3e5527c7f11 · outbound

This paper cites Gonzalez, and Ion Stoica.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Gonzalez, and Ion Stoica

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:36:57.157066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 27005d57-f694-4ae8-a7cc-a79ffe4bbd7c · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Training Verifiers to Solve Math Word Problems

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.229210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e4aa229-92c2-4e5d-ba14-dd8ef3b069e4 · outbound

This paper cites an unresolved cited work.

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

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.234166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9d890cd-546a-4cb3-a802-2e80e0234596 · outbound

This paper cites an unresolved cited work.

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

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:36:57.131661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4a3c1869-3fd5-4951-be65-8c3cf1198ccf · outbound

This paper cites an unresolved cited work.

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

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:36:57.116782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bca4d33e-5b27-4f94-9232-b6fe7992985a · outbound

This paper cites Are We Done with MMLU?.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Are We Done with MMLU?

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.247364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 405bd8cb-7834-4264-9d64-744e56d71f40 · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.252020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18d512d1-bc91-4b72-9a74-b05d9b4d891c · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.256785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a19bbbb6-d29e-45bf-bdab-8992c9615c43 · outbound

This paper cites Changing Answer Order Can Decrease MMLU Accuracy.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Changing Answer Order Can Decrease MMLU Accuracy

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.261554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8b19299-6703-4008-ae5e-a42b1d25934b · outbound

This paper cites Measuring massive multitask language understanding.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Measuring massive multitask language understanding

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.266772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98d789d2-915a-4377-9665-dbffb3a5dfde · outbound

This paper cites an unresolved cited work.

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

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:36:57.090793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 30223fc1-2011-488f-81ce-38f977fad982 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.276076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0961f84e-7a9a-420a-99a2-ebbaf7cf50a8 · outbound

This paper cites Mistral 7B.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Mistral 7B

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.281024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4277810-f35f-445e-9f87-c5fd122b15b1 · outbound

This paper cites Mixtral of Experts.

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

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.286099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 880b56f8-6794-4cbe-8d17-c9d57c88c580 · outbound

This paper cites an unresolved cited work.

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

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.291029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee3ad207-45b6-4514-83e9-8c2afaffda59 · outbound

This paper cites an unresolved cited work.

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

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.295602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bd19fd2-1054-43db-84b9-b78a72dfade6 · outbound

This paper cites an unresolved cited work.

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

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:36:57.056345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4352b1cd-594d-474a-a045-fb2623415971 · outbound

This paper cites an unresolved cited work.

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

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:36:57.040129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6df5f9b2-41f5-463e-add9-14873c991060 · outbound

This paper cites an unresolved cited work.

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

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.310575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe50c6cc-c533-40e6-83c5-e5e82b2f2d73 · outbound

This paper cites an unresolved cited work.

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

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:36:57.014963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c243d202-091f-4772-ab7c-ead6da3e5bc2 · outbound

This paper cites Investigating the Impact of Data Contamination of Large Language Models in Text-to-SQL Translation.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Investigating the Impact of Data Contamination of Large Language Models in Text-to-SQL Translation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.320629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af01fa5c-200e-42fb-86e2-e97e5d88f467 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.325452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbc63022-021b-4b00-929c-376efddc9047 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.330309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63284d49-6886-4e5c-b468-f5268d9a7b40 · outbound

This paper cites an unresolved cited work.

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

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.335120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7234562-76aa-40a6-8fd8-ab989e73170a · outbound

This paper cites an unresolved cited work.

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

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.339386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0cde24f-07c4-4f69-8bf9-a7c7692aebfc · outbound

This paper cites Detecting Pretraining Data from Large Language Models.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Detecting Pretraining Data from Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.344809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d63148f0-2746-45a7-a3dd-a1e910d835eb · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Gemma 2: Improving Open Language Models at a Practical Size

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.349638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f70f6830-4f06-41e5-9bd6-e163fe394dd9 · outbound

This paper cites an unresolved cited work.

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

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.354281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b175d5b-d8af-443c-82f1-1ad156104a58 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.358716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6153dfd6-d71e-4df5-9f13-6244ed606ea2 · outbound

This paper cites an unresolved cited work.

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

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.363525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 017b45bd-a3b3-405d-bacb-17e74bc2b72c · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.368110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76973005-a47e-482f-bb3f-1ab01ddfcd28 · outbound

This paper cites LiveBench: A Challenging, Contamination-Limited LLM Benchmark.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark LiveBench: A Challenging, Contamination-Limited LLM Benchmark

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.373073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e18a5227-3918-406d-a583-2a6aaa86fdd0 · outbound

This paper cites Baichuan 2: Open Large-scale Language Models.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Baichuan 2: Open Large-scale Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.377964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08f10b90-0c52-45e5-b59e-f67d6f0a9ac9 · outbound

This paper cites Rethinking Benchmark and Contamination for Language Models with Rephrased Samples.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Rethinking Benchmark and Contamination for Language Models with Rephrased Samples

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.383219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bf5126f-538a-4eff-a437-4f85b734d514 · outbound

This paper cites Yi: Open Foundation Models by 01.AI.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Yi: Open Foundation Models by 01.AI

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.388284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 213ca611-061c-4588-a1fb-35235ef37cb8 · outbound

This paper cites WaveCoder: Widespread And Versatile Enhancement For Code Large Language Models By Instruction Tuning.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark WaveCoder: Widespread And Versatile Enhancement For Code Large Language Models By Instruction Tuning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.393090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccf77de9-01e4-4f77-bc08-92db4da8477e · outbound

This paper cites KIEval: A Knowledge-grounded Interactive Evaluation Framework for Large Language Models.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark KIEval: A Knowledge-grounded Interactive Evaluation Framework for Large Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.397912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd2e9f8d-ffb1-4668-ace2-09e617f8a2d7 · outbound

This paper cites A Careful Examination of Large Language Model Performance on Grade School Arithmetic.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark A Careful Examination of Large Language Model Performance on Grade School Arithmetic

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.402576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbf53d32-dbdc-4755-b585-f5e1011b97b8 · outbound

This paper cites xLAM: A Family of Large Action Models to Empower AI Agent Systems.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark xLAM: A Family of Large Action Models to Empower AI Agent Systems

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.407462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f1471d4-5cf0-41a7-852a-1882ae3f10af · outbound

This paper cites an unresolved cited work.

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

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.412708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efdc6df1-d7be-49ea-b549-5f6873b797ba · outbound

This paper cites an unresolved cited work.

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

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.417153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3044dc93-ad54-46d0-a910-2df71408c75d · outbound

This paper cites CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.422014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c87fd0d-bc73-4c2e-ab97-6e0c3501b2d2 · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Instruction-Following Evaluation for Large Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.426938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f16f36bc-8bae-4637-a97a-d5ff722f0c77 · outbound

This paper cites Inference-Time Decontamination: Reusing Leaked Benchmarks for Large Language Model Evaluation.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark Inference-Time Decontamination: Reusing Leaked Benchmarks for Large Language Model Evaluation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.431608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a973ea3c-e569-408c-9957-a2c7e4a653d0 · outbound

This paper cites online" 'onlinestring :=.

MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark online" 'onlinestring :=

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-11T11:36:56.436392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00c10ee9-dc97-4649-8e5b-12b23cd840c1 · outbound

This paper cites write newline.

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

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:36:56.933825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation 90a15906-3214-4ead-8b2e-11f4b91575ee · inbound

Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism cites this paper.

Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism MMLU-CF: A Contamination-free Multi-task Language Understanding Benchmark

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-16T11:17:29.508961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+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.