Paper Citation Record · LEDGER

LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 45 inbound Pith citation observations for arXiv:2406.18403.

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

pith.paper-citation-record.v1
2406.18403 v3

Coverage vector

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measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 45 of 45 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:21:21.253366Z

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

Source: arxiv_reference, observed 2026-07-10T06:15:00.866473Z

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Outbound references

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Pith citing papers

Observation 754be9ac-cab6-4a3e-9497-30cb7c453b1c · inbound

Large Language Models as Robust Data Generators in Software Analytics: Are We There Yet? cites this paper.

Large Language Models as Robust Data Generators in Software Analytics: Are We There Yet? LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 9

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Self-Generated Critiques Boost Reward Modeling for Language Models cites this paper.

Self-Generated Critiques Boost Reward Modeling for Language Models LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 6

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On Limitations of LLM as Annotator for Low Resource Languages cites this paper.

On Limitations of LLM as Annotator for Low Resource Languages LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 4

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LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods cites this paper.

LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 14

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Observation 159f5c08-43d9-4c24-97e3-04217a3c7b97 · inbound

JuStRank: Benchmarking LLM Judges for System Ranking cites this paper.

JuStRank: Benchmarking LLM Judges for System Ranking LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

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Enhancing LLMs for Governance with Human Oversight: Evaluating and Aligning LLMs on Expert Classification of Climate Misinformation for Detecting False or Misleading Claims about Climate Change cites this paper.

Enhancing LLMs for Governance with Human Oversight: Evaluating and Aligning LLMs on Expert Classification of Climate Misinformation for Detecting False or Misleading Claims about Climate Change LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 45

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A Benchmark for the Detection of Metalinguistic Disagreements between LLMs and Knowledge Graphs cites this paper.

A Benchmark for the Detection of Metalinguistic Disagreements between LLMs and Knowledge Graphs LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 26

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Observation f25c9310-ceb0-45a6-b316-6773f4780eae · inbound

Powering LLM Regulation through Data: Bridging the Gap from Compute Thresholds to Customer Experiences cites this paper.

Powering LLM Regulation through Data: Bridging the Gap from Compute Thresholds to Customer Experiences LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 29

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LLMs can be easily Confused by Instructional Distractions cites this paper.

LLMs can be easily Confused by Instructional Distractions LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 1

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Observation d9f24b30-7e2e-45d4-8b78-2e170cd8f140 · inbound

Aligning Black-box Language Models with Human Judgments cites this paper.

Aligning Black-box Language Models with Human Judgments LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 5

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Observation ce7ba2cf-2306-42a0-b4fd-c37869d47b85 · inbound

Explainable AI in Usable Privacy and Security: Challenges and Opportunities cites this paper.

Explainable AI in Usable Privacy and Security: Challenges and Opportunities LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 3

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Revisiting Uncertainty Quantification Evaluation in Language Models: Spurious Interactions with Response Length Bias Results cites this paper.

Revisiting Uncertainty Quantification Evaluation in Language Models: Spurious Interactions with Response Length Bias Results LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 8

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What's the Difference? Supporting Users in Identifying the Effects of Prompt and Model Changes Through Token Patterns cites this paper.

What's the Difference? Supporting Users in Identifying the Effects of Prompt and Model Changes Through Token Patterns LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 2023

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Observation 17799c0e-3d5c-4d19-95bb-09f1777eaf04 · inbound

IberBench: LLM Evaluation on Iberian Languages cites this paper.

IberBench: LLM Evaluation on Iberian Languages LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 32

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Observation fc7a9f1d-e85b-46ff-aeaf-ba4d4a536bed · inbound

Evaluating Evaluation Metrics -- The Mirage of Hallucination Detection cites this paper.

Evaluating Evaluation Metrics -- The Mirage of Hallucination Detection LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 4

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Observation 910af266-d3ef-4788-97c6-e44e8c4e72fc · inbound

Patterns and Mechanisms of Contrastive Activation Engineering cites this paper.

Patterns and Mechanisms of Contrastive Activation Engineering LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 2024

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Observation b54337a7-2f13-4943-81bd-a9ddc7108038 · inbound

Integrating Neural and Symbolic Components in a Model of Pragmatic Question-Answering cites this paper.

Integrating Neural and Symbolic Components in a Model of Pragmatic Question-Answering LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 5

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Observation 538c5280-8f31-4ead-84f0-46f36e653094 · inbound

Do Large Language Models Judge Error Severity Like Humans? cites this paper.

Do Large Language Models Judge Error Severity Like Humans? LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 5

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Observation 179b2d20-9325-4ff1-b447-3b8fc0cc03b0 · inbound

Movie Facts and Fibs (MF$^2$): A Benchmark for Long Movie Understanding cites this paper.

Movie Facts and Fibs (MF$^2$): A Benchmark for Long Movie Understanding LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 5

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Beyond Gold Standards: Epistemic Ensemble of LLM Judges for Formal Mathematical Reasoning cites this paper.

Beyond Gold Standards: Epistemic Ensemble of LLM Judges for Formal Mathematical Reasoning LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 41

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Hatevolution: What Static Benchmarks Don't Tell Us cites this paper.

Hatevolution: What Static Benchmarks Don't Tell Us LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 6

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Observation f69b0178-882e-4c9b-beba-e99237dd2353 · inbound

Has Machine Translation Evaluation Achieved Human Parity? The Human Reference and the Limits of Progress cites this paper.

Has Machine Translation Evaluation Achieved Human Parity? The Human Reference and the Limits of Progress LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

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Garbage In, Reasoning Out? Why Benchmark Scores are Unreliable and What to Do About It cites this paper.

Garbage In, Reasoning Out? Why Benchmark Scores are Unreliable and What to Do About It LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

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IMPACT: Inflectional Morphology Probes Across Complex Typologies cites this paper.

IMPACT: Inflectional Morphology Probes Across Complex Typologies LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

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Establishing Best Practices for Building Rigorous Agentic Benchmarks cites this paper.

Establishing Best Practices for Building Rigorous Agentic Benchmarks LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 9

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Loki's Dance of Illusions: A Comprehensive Survey of Hallucination in Large Language Models cites this paper.

Loki's Dance of Illusions: A Comprehensive Survey of Hallucination in Large Language Models LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 198

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Real-World Summarization: When Evaluation Reaches Its Limits cites this paper.

Real-World Summarization: When Evaluation Reaches Its Limits LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

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Observation 7c29cf48-4c00-4b26-80f0-b9c83b4cd5ec · inbound

Can External Validation Tools Improve Annotation Quality for LLM-as-a-Judge? cites this paper.

Can External Validation Tools Improve Annotation Quality for LLM-as-a-Judge? LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

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Exploring the Potential of LLMs for Serendipity Evaluation in Recommender Systems cites this paper.

Exploring the Potential of LLMs for Serendipity Evaluation in Recommender Systems LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 3

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Observation 4b5e49d5-924a-4dee-9172-01983c6a4b12 · inbound

FECT: Factuality Evaluation of Interpretive AI-Generated Claims in Contact Center Conversation Transcripts cites this paper.

FECT: Factuality Evaluation of Interpretive AI-Generated Claims in Contact Center Conversation Transcripts LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 7

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LLM-as-a-Judge for Privacy Evaluation? Exploring the Alignment of Human and LLM Perceptions of Privacy in Textual Data cites this paper.

LLM-as-a-Judge for Privacy Evaluation? Exploring the Alignment of Human and LLM Perceptions of Privacy in Textual Data LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

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Guidelines for Empirical Studies in Software Engineering involving Large Language Models cites this paper.

Guidelines for Empirical Studies in Software Engineering involving Large Language Models LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 16

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Observation d20dbc68-7d9a-4ff9-9261-76849587813b · inbound

Guidelines for Empirical Studies in Software Engineering involving Large Language Models cites this paper.

Guidelines for Empirical Studies in Software Engineering involving Large Language Models LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 16

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AI Propaganda factories with language models cites this paper.

AI Propaganda factories with language models LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

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E-valuator: Reliable Agent Verifiers with Sequential Hypothesis Testing cites this paper.

E-valuator: Reliable Agent Verifiers with Sequential Hypothesis Testing LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

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Personalized AI Practice Replicates Learning Rate Regularity at Scale cites this paper.

Personalized AI Practice Replicates Learning Rate Regularity at Scale LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 2

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Auditing Automated Evaluation, Error Propagation, and Runtime Mitigation in Tool-Using Language Agents cites this paper.

Auditing Automated Evaluation, Error Propagation, and Runtime Mitigation in Tool-Using Language Agents LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 4

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Mixed response geometry and critical crossover in the Ising model cites this paper.

Mixed response geometry and critical crossover in the Ising model LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 4

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Benchmarked Yet Not Measured -- Generative AI Should be Evaluated Against Real-World Utility cites this paper.

Benchmarked Yet Not Measured -- Generative AI Should be Evaluated Against Real-World Utility LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 221

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Benchmarked Yet Not Measured -- Generative AI Should be Evaluated Against Real-World Utility cites this paper.

Benchmarked Yet Not Measured -- Generative AI Should be Evaluated Against Real-World Utility LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 221

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Instructions Shape Production of Language, not Processing cites this paper.

Instructions Shape Production of Language, not Processing LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 181

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Observation 7dd30433-18a3-46c7-8688-f37703eb8a72 · inbound

Instructions Shape Production of Language, not Processing cites this paper.

Instructions Shape Production of Language, not Processing LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 181

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Marginal Alignment Does Not Guarantee Joint-Distribution Fidelity: An Official-Reference Audit of Nemotron-Personas-Korea with Cross-Locale Replication cites this paper.

Marginal Alignment Does Not Guarantee Joint-Distribution Fidelity: An Official-Reference Audit of Nemotron-Personas-Korea with Cross-Locale Replication LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 73

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Observation f7eb2240-5837-4610-9687-d8cf96f1b79f · inbound

Natural Language-Focused Software Engineering via Code-Documentation Equivalence cites this paper.

Natural Language-Focused Software Engineering via Code-Documentation Equivalence LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-06-26T11:29:24.171382Z

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Observation 7aeec3ce-04c7-45d7-b70f-9361993fc159 · inbound

A Consensus-Based Framework for Relative Preference Evaluation of Large Language Models cites this paper.

A Consensus-Based Framework for Relative Preference Evaluation of Large Language Models LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Reference 6

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