Large Language Model Output

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Large LanguageLarge Language Model PerformanceLarge Language Models(LlmsLarge Language Model Calls

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Period ending 2026-09-21

1 new paper

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Period ending 2026-09-14

6 new papers

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Period ending 2026-09-07

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  1. Edustories: A Collection of Real-world Case Studies from Classroom Practices

    Sep 17, 2026Michal Štefánik, Jan Nehyba, Jirina Karasova +4ClassroomsCase Study

  2. TransClean: A Benchmark for Detecting and Extracting Clean Translations from Large Language Model Outputs

    Sep 11, 2026Shenbin Qian, Yves ScherrerMachine Translation QualityTranslation Quality

  3. Do Reasoning Representations Help Humans Evaluate LLM Outputs?

    Sep 8, 2026Jaewoo Lim, Sungbok Shin, Sanghyun HongLarge Language Model OutputModel Interpretability

  4. Lngram v2: Latent N-Gram Memory with Interpretable Discrete Representations

    Sep 3, 2026Yunao Zheng, Bin Wen, Xiaojie WangN$-Grams FeaturesGraph Language Models

  5. REER-PT: Reverse-Engineered Reasoning for Perplexity-Guided Pre-training Data Augmentation

    Aug 31, 2026Haoran Que, Jiajun Shi, Ting Huang +7Search-Augmented ReasoningNext-Token Prediction

  6. Sleight of Word Benchmark: Can Language Models Notice If Their Own Output Was Tampered With?

    Aug 30, 2026Alberto CetoliLarge Language Model OutputData Generation

  7. Synthetic Persona Pretraining: Alignment from Token Zero

    Aug 13, 2026Julian Minder, Viktor Moskvoretskii, Raghav Singhal +12Artificial Intelligence AlignmentPersona

  8. Where You Measure Decides What You Measure: Position Selection in Ablation-Based SAE Evaluation

    Aug 13, 2026Valentin NoëlAblationLegal Natural Language Processing Benchmarks

  9. MD-ProTector: Positioning Multiple Data-Driven Prototypes for LLM-Generated Text Detection

    Aug 11, 2026Jinmo Han, Jimin Hong, Chanyeong Moon +3Machine-Generated Text DetectionLarge Language Model Output

  10. Matryoshka Language Model Suites

    Aug 10, 2026Nathan Godey, Yoav ArtziTraining Language ModelsMatryoshka Representation Learning

  11. NxN E-valuation: Hypothesis Certification via a Conformal CRT Null

    Aug 6, 2026Bin Wang, Yan ZhongHypothesisTwo-Sample Testing

  12. Beyond "AI Language": The case for the idiolectal nature of LLM output

    Aug 6, 2026Karolina Rudnicka, Thomas Stephan JuzekLinguisticsLarge Language Model Output

  13. DeepInvert: Semi-Supervised Embedding Inversion Against Obfuscated Language Models

    Aug 5, 2026Zhicong Huang, Cheng Hong, Tao WeiObfuscationModel-Agnostic Defense

  14. VIBE: A VAD-Informed Benchmark for Entity-Centered Affective Profiling of Large Language Model Outputs

    Aug 4, 2026Andrei Chetvergov, Alexander Evseev, Timofei Sivoraksha +4Valence-Arousal EstimationSentiment Analysis

  15. Inverted Detection and Control in Steering Vectors

    Aug 3, 2026Max Torop, Aria Masoomi, Jennifer DyActivation SteeringLarge Language Model Output

  16. GradCuit: Credit-Assigned Gradient Flow Enables Robust and Interpretable Test-Time Latent Reasoning

    Aug 3, 2026Zhaoxin Yu, Qi Shen, Hengli Li +4Efficient Latent ReasoningCredit Assignment

  17. EntailLLM: Verifying LLM-Generated Vulnerability Discovery Paths with Domain Knowledge via Logic Programming

    Aug 3, 2026Kaustuv Mukherji, Jaikrishna Manojkumar Patil, Colton Payne +4Vulnerability Detection & RepairLarge Language Model Safety

  18. A Frozen 12B Beats Frontier Models on Verified Work: 100% Accuracy, 0 Tokens, Bit-Exact, Forever

    Jul 26, 2026Sietse SchelpeFrozen ModelsFrontier Models

  19. Refusal-Gated Decoding: Preserving Refusal Behavior Under High-Temperature Sampling

    Jul 22, 2026Phillip Howard, Xin Su, Allen Roush +2RefusalsLarge Language Model Output

  20. From Dependency to Compositionality: A Neurosymbolic Lifting of LLM Outputs via Combinatory Categorial Grammar

    Jul 21, 2026Remo PareschiCompositionalityLarge Language Model Output

  21. A Dual-Hypothesis Reasoning Framework for LLM Guardrails

    Jul 20, 2026Md Asiful Islam, Mihai SurdeanuStreaming GuardrailsLarge Language Model Safety

  22. Obey, Diverge, Collapse: Blind Obedience to Incorrect Instructions Drives Code LLMs to Irrecoverable Code Semantic Collapse

    Jul 5, 2026Raj Jaiswal, Anany Singh Divy, Savar Bhasin +3Large Language Model OutputInstruction-Tuned Models

  23. Transplanting, inverting, and preventing a misalignment persona: method-conditional emergent misalignment in Qwen2.5

    Jul 5, 2026Lyndon Drake, Zandi EberstadtMisalignmentLarge Language Model Alignment

  24. Conversable Complexity: Agentic LLM Collectives as Interpretable Substrates

    Jul 1, 2026Elias Najarro, Ane Espeseth, Eleni Nisioti +2Model InterpretabilityEmergence

  25. LUMOS: A Semantic Operating-System Layer for Accessibility-Grounded AI Agents

    Jun 29, 2026Yogeswar Reddy ThotaAccessibilityArtificial Intelligence Agents

  26. When Can Conformal Risk Control Certify LLM Outputs? Bounds, Impossibility, and Adaptation for Structured Generation

    Jun 27, 2026Varun KotteConformal Risk ControlLarge Language Model Safety

  27. Beyond Surface Forms: A Comprehensive, Mechanism-Oriented Taxonomy of Indirect Linguistic Encoding for LLM-Based Coded Language Detection

    Jun 25, 2026Hamid Reza Firoozfar, Mohammadsadegh Abolhasani, Reza Mousavi +1LinguisticsContent Moderation

  28. KARLA: Knowledge-base Augmented Retrieval for Language Models

    Jun 25, 2026Francois Crespin, Fabian M. Suchanek, Nils HolzenbergerLarge Language Model OutputKnowledge Graphs

  29. Riazi-8B: An Urdu Large Language Model for Mathematical Reasoning

    Jun 24, 2026Azher Ali, Ibtsam Haider, Raja Khurram Shahzad +2Mathematical ReasoningMultilingual Reasoning

  30. Homomorphic Encryptions for Privacy Preserving Vision

    Jun 23, 2026Preey Shah, Rohan Virani, Sanjari SrivastavaHomomorphic EncryptionGraph Neural Network Inference

  31. T2D-Bench: Evidence-Gated Evaluation of LLM Outputs for Type 2 Diabetes Using a Multi-Layer Clinical-Lifestyle Knowledge Graph

    Jun 23, 2026Saba A. Farahani, Hung Cao, Ramesh Jain +1Hypoglycemia ClassificationDiagnostic Benchmark

  32. When Does Intrinsic Self-Correction Help? A Task-Sensitive Analysis

    Jun 22, 2026Elroy Stav, Dvir Berlowitz, Maayan Orner +1Iterative Self-CorrectionSelf-Assessments

  33. Nothing from Something: Can a Language Model Discover 0?

    Jun 15, 2026Phoebe Zeng, Thomas L. Griffiths, Brenden M. LakeArtificial Intelligence ModelsLarge Language Model Output

  34. A Definition of Good Explanations and the Challenges Explaining LLM Outputs

    Jun 12, 2026Louis Mahon, Elliot Ford, Callum HackettExplainabilityCounterfactual Explanation

  35. Detecting Functional Memorization in Code Language Models

    Jun 11, 2026Matthieu Meeus, Anil Ramakrishna, Matthew Grange +2Large Language Model OutputMemorization

  36. Stop Early, Spend Less: Hidden-State Probes as a Practical Recipe for Streaming Moderation of LLM Outputs

    Jun 9, 2026Huizhen Shu, Xuying Li, Piao XueLarge Language Model SafetyLarge Language Model Output

  37. Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution

    Jun 4, 2026Liliana Hotsko, Yinxi Li, Yuntian Deng +1CodebasesLow-Rank Adaptation Adapters

  38. Using Large Language Models to Support High Volume Application Review for an Undergraduate Research Program

    Jun 4, 2026Varun Aggarwal, Kay Kobak, John HowarterLarge Language Model OutputRubrics

  39. Neuro-Symbolic Verification of LLM Outputs for Data-Sensitive Domains (extended preprint)

    May 26, 2026Paul Sigloch, Christoph BenzmüllerLarge Language Model HallucinationNeuro-Symbolic Framework

  40. QUIET: A Multi-Blank Cascaded Story Cloze Benchmark for LLM Creative Generation Capability

    May 25, 2026Bo Zou, Chao XuCreativityLarge Language Model Evaluation

  41. READER: Reasoning-Enhanced AI-Generated Text Detection

    May 24, 2026Pingfan Su, Kai Ye, Shijin Gong +4Machine-Generated Text DetectionLarge Language Model Output

  42. Does Slightly Mean Somewhat? Measuring Vague Intensity Words in LLM Numeric Actions

    May 20, 2026Daniel TabachLarge Language Model OutputIntensity

  43. Code-Centric Detection of Vulnerability-Fixing Commits: A Unified Benchmark and Empirical Study

    May 13, 2026Nils Loose, Joseph Bienhüls, Kristoffer Hempel +2CommitsCode Quality

  44. Correcting Influence: Unboxing LLM Outputs with Orthogonal Latent Spaces

    May 12, 2026Shixing Yu, Promit Ghosal, Kyra GanToken-Level UncertaintyLarge Language Model Output

  45. CIDR: A Large-Scale Industrial Source Code Dataset for Software Engineering Research

    May 12, 2026Vladislav SavenkovRepositoryCode Quality

  46. Vaporizer: Breaking Watermarking Schemes for Large Language Model Outputs

    May 8, 2026Jonathan Hong Jin Ng, Anh Tu Ngo, Anupam ChattopadhyayLarge Language Model WatermarksWatermarking

  47. Regulating Branch Parallelism in LLM Serving

    May 7, 2026Swapnil Gandhi, Siva Hari, William J. Dally +1Large Language Model ServingParallel

  48. Data Language Models: A New Foundation Model Class for Tabular Data

    May 7, 2026Eda Erol, Giuliano Pezzoli, Ozer Cem KelahmetTabular LearningTabular Data

  49. Visual Fingerprints for LLM Generation Comparison

    May 7, 2026Amal Alnouri, Andreas Hinterreiter, Christina Humer +2Large Language Model OutputText Generation

  50. LLM Output Detectability and Task Performance Can be Jointly Optimized

    May 2, 2026Koshiro Saito, Ryuto Koike, Masahiro Kaneko +1Large Language Model WatermarksMachine-Generated Text Detection

  51. The Surprising Universality of LLM Outputs: A Real-Time Verification Primitive

    Apr 28, 2026Alex Bogdan, Adrian de Valois-FranklinLarge Language Model OutputScoring

  52. An Information-Geometric Framework for Stability Analysis of Large Language Models under Entropic Stress

    Apr 27, 2026Hikmat Karimov, Rahid Zahid AlekberliLarge Language Model OutputArtificial Intelligence Safety

  53. AutoPyVerifier: Learning Compact Executable Verifiers for Large Language Model Outputs

    Apr 24, 2026Pouya Pezeshkpour, Estevam HruschkaVerifierLarge Language Model Output

  54. WebCompass: Towards Multimodal Web Coding Evaluation for Code Language Models

    Apr 20, 2026Xinping Lei, Xinyu Che, Junqi Xiong +16WebEvaluation Benchmarks

  55. Contrastive Analysis of Linguistic Representations in Large Language Model Outputs through Structured Synthetic Data Generation and Abstracted N-gram Associations

    Apr 19, 2026S. A. Desimone, L. Alonso AlemanyLinguisticsLarge Language Model Bias

  56. Fine-Grained Uncertainty Quantification for Long-Form Language Model Outputs: A Comparative Study

    Feb 19, 2026Dylan Bouchard, Mohit Singh Chauhan, Viren Bajaj +1Large Language Model UncertaintyLarge Language Model Output

  57. Mind the Gap... or Not? How Translation Errors and Evaluation Details Skew Multilingual Results

    Nov 7, 2025Jan-Thorsten Peter, David Vilar, Tobias Domhan +2Multilingual Large Language ModelsCross-Lingual Transfer

  58. EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention

    Aug 22, 2025Yifan Zhang, Chen Huang, Yueke Zhang +5Large Language Model OutputSaliency

  59. Training-free LLM Verification via Recycling Few-shot Examples

    Jun 8, 2025Dongseok Lee, Jimyung Hong, Dongyoung Kim +1Large Language Models(LlmsLarge Language Model Output

  60. Is Your Benchmark Still Useful? Dynamic Benchmarking for Code Language Models

    Mar 9, 2025Batu Guan, Xiao Wu, Yuanyuan Yuan +1Reasoning BenchmarkLarge Language Model Output