Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T22:31:50.438762Z
Paper Citation Record · LEDGER
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
As of 5 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 22 inbound Pith citation observations for arXiv:2602.16763.
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 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T00:44:43.810112Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
13 of 13 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved12
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation f3c806a3-43e1-43bd-abe2-0adaa5c2aa63 · outbound
This paper cites Measuring Massive Multitask Language Understanding.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation Measuring Massive Multitask Language Understanding
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:49.493953Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b58905e-cc33-4c8e-be5d-b61d9360f42b · outbound
This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:49.712067Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b40a0510-7c23-4b12-afc3-ef30a00e6805 · outbound
This paper cites LiveBench: A Challenging, Contamination-Limited LLM Benchmark.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation LiveBench: A Challenging, Contamination-Limited LLM Benchmark
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:50.310505Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0417d2f9-5519-4c5f-b5bc-6099c4622281 · outbound
This paper cites $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment
Reference 44
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-02T22:31:49.155720Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b6ef3d5-a115-45dc-9148-6bee456752b1 · outbound
This paper cites Instruction-Following Evaluation for Large Language Models.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation Instruction-Following Evaluation for Large Language Models
Reference 149
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:50.438762Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a06aebcd-19f3-4aa5-a0cf-5b7b1c528a6a · outbound
This paper cites naacl-long.235/.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation naacl-long.235/
Reference 235
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:49.362316Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caeb7d52-bc16-4fac-a8f0-5664799f36bc · outbound
This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
Reference 349
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:50.154870Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5136f8e4-b6ad-4574-bb8c-b19f221d02e0 · outbound
This paper cites The LAMBADA dataset: Word prediction requiring a broad discourse context.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation The LAMBADA dataset: Word prediction requiring a broad discourse context
Reference 391
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:49.912866Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65a4a9a5-6d7b-4775-9165-ffad68427178 · outbound
This paper cites acl-long.744/.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation acl-long.744/
Reference 744
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:49.093951Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 525c5edd-54fd-4ea3-8071-1cf2c1945008 · outbound
This paper cites Solving Quantitative Reasoning Problems with Language Models.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation Solving Quantitative Reasoning Problems with Language Models
Reference 2019
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:49.798678Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9185ab9c-7987-4f7e-bc58-a4d9312e495b · outbound
This paper cites Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:50.017966Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2d6b555-5801-431f-b0a6-01762320e696 · outbound
This paper cites The FACTS Grounding Leaderboard: Benchmarking LLMs' Ability to Ground Responses to Long-Form Input.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation The FACTS Grounding Leaderboard: Benchmarking LLMs' Ability to Ground Responses to Long-Form Input
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:49.587447Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c9315ac-3235-43f6-9ad2-c51a545d6aa8 · outbound
This paper cites ISBN 979-8-89176-189-6.
When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation ISBN 979-8-89176-189-6
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:31:49.259990Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 0ff38621-70b3-4256-99ff-a37b2003e43a · inbound
CivBench: Progress-Based Evaluation for LLMs' Strategic Decision-Making in Civilization V cites this paper.
CivBench: Progress-Based Evaluation for LLMs' Strategic Decision-Making in Civilization V When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-06-02T02:03:39.349559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dd1e38d5-1178-4239-81e7-289640d2962e · inbound
EnactToM: An Evolving Benchmark for Functional Theory of Mind in Embodied Agents cites this paper.
EnactToM: An Evolving Benchmark for Functional Theory of Mind in Embodied Agents When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-06-02T02:03:39.349559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 86092544-6e25-4ac5-b058-7c02897280f1 · inbound
EnactToM: An Evolving Benchmark for Functional Theory of Mind in Embodied Agents cites this paper.
EnactToM: An Evolving Benchmark for Functional Theory of Mind in Embodied Agents When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-06-02T02:03:39.349559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 763dee6d-0f07-42ea-8c09-275be3dac9dc · inbound
The Generalized Turing Test: A Foundation for Comparing Intelligence cites this paper.
The Generalized Turing Test: A Foundation for Comparing Intelligence When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-06-02T02:03:39.349559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 71a81c9b-6d6b-4739-a23d-19f2c11535c1 · inbound
The Growing Pains of Frontier Models: When Leaderboards Stop Separating and What to Measure Next cites this paper.
The Growing Pains of Frontier Models: When Leaderboards Stop Separating and What to Measure Next When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T22:05:05.992220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c5c2ab9c-19c2-4394-b5b6-86a5fc0ecd4f · inbound
SEAL: Can Saturated Benchmarks Be Revived by LLM-as-a-Meta-Judge? cites this paper.
SEAL: Can Saturated Benchmarks Be Revived by LLM-as-a-Meta-Judge? When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T08:03:14.390117Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 68d7a209-0531-400c-8e56-717a8098c3e6 · inbound
Next-Billion AI Index: The compass for AI utility and adoption in the global majority cites this paper.
Next-Billion AI Index: The compass for AI utility and adoption in the global majority When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 33
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-28T19:42:35.715339Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 11ff3c2c-543c-4597-97c8-eff206659c08 · inbound
Linear Probes Detect Task Format, Not Reasoning Mode in Language Model Hidden States cites this paper.
Linear Probes Detect Task Format, Not Reasoning Mode in Language Model Hidden States When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 1
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T23:26:22.730237Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b27cd14a-2eab-4087-a0e9-8ae7384aa83b · inbound
MADE: Beyond Scoring via a Multilingual Agentic Diagnosing Engine for Fine-Grained Evaluation Insights cites this paper.
MADE: Beyond Scoring via a Multilingual Agentic Diagnosing Engine for Fine-Grained Evaluation Insights When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 114
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-02T16:57:09.907025Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 768ab1bc-4dd9-4f56-856c-e3874910ec0a · inbound
Evaluation Cards: An Interpretive Layer for AI Evaluation Reporting cites this paper.
Evaluation Cards: An Interpretive Layer for AI Evaluation Reporting When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T01:57:32.210991Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c69b331e-a486-4646-9b76-1644549805b2 · inbound
Every Eval Ever: A Unifying Schema and Community Repository for AI Evaluation Results cites this paper.
Every Eval Ever: A Unifying Schema and Community Repository for AI Evaluation Results When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 4
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-03T16:58:43.251838Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8f1fe2fe-1b85-4555-beb6-214553e819df · inbound
Life After Benchmark Saturation: A Case Study of CORE-Bench cites this paper.
Life After Benchmark Saturation: A Case Study of CORE-Bench When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-07-04T15:49:57.824105Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b1520a68-7236-423e-be5f-cdc32214bf66 · inbound
EvalSafetyGap: A Hybrid Survey and Conceptual Framework for LLM Evaluation-Safety Failures cites this paper.
EvalSafetyGap: A Hybrid Survey and Conceptual Framework for LLM Evaluation-Safety Failures When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 1
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-30T06:24:18.527542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a41c46dd-78f5-4178-a2c8-60645e838e5f · inbound
EvalSafetyGap: A Hybrid Survey and Conceptual Framework for LLM Evaluation-Safety Failures cites this paper.
EvalSafetyGap: A Hybrid Survey and Conceptual Framework for LLM Evaluation-Safety Failures When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T09:38:57.339813Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0247edde-e7ae-4f33-85a2-4f787075ae99 · inbound
EvalSafetyGap: A Hybrid Survey and Conceptual Framework for LLM Evaluation-Safety Failures cites this paper.
EvalSafetyGap: A Hybrid Survey and Conceptual Framework for LLM Evaluation-Safety Failures When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T02:07:27.890189Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8e411ce-4fa7-4a8a-99a5-e184655474aa · inbound
Underwriting the Agent Economy: The Blueprint for an AI Insurance Stack cites this paper.
Underwriting the Agent Economy: The Blueprint for an AI Insurance Stack When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-07-15T08:35:47.870083Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 691aeb6c-63af-4bcb-95c6-a49321aeaea5 · inbound
Underwriting the Agent Economy: The Blueprint for an AI Insurance Stack cites this paper.
Underwriting the Agent Economy: The Blueprint for an AI Insurance Stack When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T06:46:18.128226Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e9f13b0-9a8a-424b-9b86-33930f4e895e · inbound
Information-Theoretic Limits of Reliability and Scaling in Language Models cites this paper.
Information-Theoretic Limits of Reliability and Scaling in Language Models When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T14:45:34.486904Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74817a94-953e-4b35-8b49-f3ecd1261629 · inbound
Rethinking Transfer in Continual Learning: A Replay-Based Realisation cites this paper.
Rethinking Transfer in Continual Learning: A Replay-Based Realisation When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 2019
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T22:57:58.877253Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 280fc8e5-0241-40c8-a4c8-56bde827c6d3 · inbound
Economic Evaluations of Language Models cites this paper.
Economic Evaluations of Language Models When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 70
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T09:51:05.944741Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d8cc822-fd72-44de-a898-d4e60d06251f · inbound
Multi-Dimensional Assessment for AI Cognition (MAAC): A Theoretical Framework for Process-Oriented Cognitive Evaluation of Text-Based AI Systems cites this paper.
Multi-Dimensional Assessment for AI Cognition (MAAC): A Theoretical Framework for Process-Oriented Cognitive Evaluation of Text-Based AI Systems When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T00:44:35.676493Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94b0b308-281c-4648-966f-60f6308eeddf · inbound
Multi-Dimensional Assessment for AI Cognition (MAAC): A Theoretical Framework for Process-Oriented Cognitive Evaluation of Text-Based AI Systems cites this paper.
Multi-Dimensional Assessment for AI Cognition (MAAC): A Theoretical Framework for Process-Oriented Cognitive Evaluation of Text-Based AI Systems When AI Benchmarks Plateau: A Systematic Study of Benchmark Saturation
Reference 83
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T00:44:43.810112Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.