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  • All entries127,664
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  • Concepts7
  • Hardware2,794
  • Industry6,825
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  • Research29,820
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Knowledge catalogue

Search: “llm”

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22,024 results
20 Aug 2026

When Do LLMs Actually Help? Evaluating LLMs as Data Quality Annotators

Model ReleasesDGX agent

arXiv:2608.18158v1 Announce Type: cross Abstract: LLMs have been increasingly used to catch data quality issues automatically, but we know very little about how consistent these judgments actually are

19 Aug 2026

A Framework for Using and Evaluating LLMs as Surrogate Experts in Security Surveys: Reliability, Bias, and Implications

SafetyDGX agent

arXiv:2608.16893v1 Announce Type: cross Abstract: Expert surveys are widely used in security research to study practitioner workows and decision-making, yet recruiting domain experts - especially in S

Can LLMs Reason in a Legally Meaningful Manner? A Small-scale Study on European Court of Human Rights Cases

Human
DGX agent

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ApplicationsDGX agent

arXiv:2608.17168v1 Announce Type: cross Abstract: Reasoning has become a standard technique and feature for contemporary LLMs; however, its application and quality in the context of demanding legal-or

18 Aug 2026

Prompting is not enough: supervised baselines and leakage control for measuring shared decision-making with LLMs in pediatric encounters

Model ReleasesDGX agent

arXiv:2608.14792v1 Announce Type: cross Abstract: Objectives: To determine whether zero-shot prompting of a large language model (LLM) is sufficient to detect shared decision-making (SDM) behaviors in

14 Aug 2026

AaLLM: An End-to-End Analog Circuit Design Framework from Topology Generation to Sizing Using Large Language Models

AgentsDGX agent

arXiv:2608.13472v1 Announce Type: cross Abstract: Analog circuit design is a time-consuming, iterative process in a nonlinear and high-dimensional design space that relies heavily on expert intuition.

6 Aug 2026

A-SR: Self-Evolving Agentic LLMs for Symbolic Regression via Hierarchical Coordination

SafetyDGX agent

arXiv:2608.04872v1 Announce Type: cross Abstract: Symbolic regression aims to discover closed-form equations from data, but existing LLM-guided methods often rely on a unified proposal loop that compr

31 Jul 2026

LLMs struggle to simulate human belief updates in controlled environments

Model ReleasesDGX agent

arXiv:2607.28347v1 Announce Type: new Abstract: LLMs are increasingly deployed as proxies for human study participants in social science experiments, yet the fidelity of this practice has rarely been

STEREODISCO: Discovering Stereotypicality in LLMs

Model ReleasesDGX agent

arXiv:2607.27824v1 Announce Type: cross Abstract: LLMs encode, convey, and perpetuate stereotypes. Prior computational research focuses on a small set of semantic axes investigated in social psycholog

28 Jul 2026

Auditing Alignment Controllability in LLMs via Political Axes

Model ReleasesDGX agent

arXiv:2607.23519v1 Announce Type: cross Abstract: Political audits of large language models (LLMs) usually reduce each to one point on a political compass. But that resting point barely matters in dep

Speech Signals Complement LLMs for Predicting Interpersonal Attraction in Speed Dating

ResearchDGX agent

arXiv:2607.23037v1 Announce Type: new Abstract: Large language models (LLMs) can predict interpersonal attraction from conversation transcripts, but it remains unclear what a speech predictor can add

Task-Conditional Faithfulness Auditing of Multimodal LLMs for Grid Diagnosis

ResearchDGX agent

arXiv:2607.24539v1 Announce Type: new Abstract: Multimodal large language models (LLMs) can combine topology, measurements, and incident text for grid diagnosis, yet answer accuracy does not establish

23 Jul 2026

LatentLens: Revealing Highly Interpretable Visual Tokens in LLMs

SafetyDGX agent

arXiv:2602.00462v5 Announce Type: replace-cross Abstract: Transforming a large language model (LLM) into a vision-language model (VLM) can be achieved by mapping the visual tokens from a vision encode

16 Jul 2026

Operational Evidence Gaps for LLMs in Fraud Detection and Trust-and-Safety Workflows

SafetyDGX agent

arXiv:2607.13078v1 Announce Type: cross Abstract: LLMs are now proposed for fraud detection, scam investigation, content moderation, and other trust-and-safety workflows. Much of the public literature

7 Jul 2026

The Anatomy of Uncertainty in LLMs

ResearchDGX agent

arXiv:2603.24967v2 Announce Type: replace Abstract: Understanding why a large language model (LLM) is uncertain about the response is important for their reliable deployment. Current approaches, which

30 Jun 2026

Learning to Route and Schedule LLMs from User Retrials via Contextual Queueing Bandits

Model ReleasesDGX agent

arXiv:2602.02061v2 Announce Type: replace Abstract: Explosive demands for LLMs often cause user queries to accumulate in server queues, requiring efficient routing (query-LLM matching) and scheduling

LLMs and their Limited Theory of Mind: Evaluating Mental State Annotations in Situated Dialogue

ResearchDGX agent

arXiv:2509.02292v2 Announce Type: replace Abstract: What if large language models could not only infer human mindsets but also expose every blind spot in team dialogue such as discrepancies in the tea

29 Jun 2026

Measuring the Redundancy of Decoder Layers in SpeechLLMs

ResearchDGX agent

arXiv:2603.05121v2 Announce Type: replace-cross Abstract: Speech Large Language Models route speech encoder representations into an LLM decoder that typically accounts for over 90% of total parameters

23 Jun 2026

Learning Bug Context for PyTorch-to-JAX Translation with LLMs

Model ReleasesDGX agent

arXiv:2510.09898v2 Announce Type: replace Abstract: Large language models (LLMs) have shown strong performance on code translation between widely used programming languages. However, translation becom

10 Jun 2026

Can Multi-Agent LLMs Identify Their Peers? Stylometric Fingerprinting in Role-Constrained Political Analysis

Model ReleasesDGX agent

arXiv:2606.09854v1 Announce Type: cross Abstract: Multi-agent large language model (LLM) pipelines for political statement analysis are vulnerable to peer-preservation bias: models tend to protect pee

5 Jun 2026

Learning to Route LLMs from Implicit Cost-Performance Preferences via Meta-Learning

ResearchDGX agent

arXiv:2606.06178v1 Announce Type: cross Abstract: Large language models (LLMs) present a trade-off between performance and cost, where more powerful models incur greater expense. LLM routing aims to m

4 Jun 2026

Simulate, Reason, Decide: Scientific Reasoning with LLMs for Simulation-Driven Decision Making

ResearchDGX agent

arXiv:2606.04505v1 Announce Type: new Abstract: Scientific simulators are increasingly being integrated into LLM-driven systems for high-stakes simulation-driven decision-making. However, existing fra

Topology Matters: Measuring Memory Leakage in Multi-Agent LLMs

AgentsDGX agent

arXiv:2512.04668v4 Announce Type: replace-cross Abstract: Graph topology is a fundamental determinant of memory leakage in multi-agent LLM systems, yet its effects remain poorly quantified. We introdu

3 Jun 2026

FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences

ResearchDGX agent

arXiv:2606.03330v1 Announce Type: cross Abstract: Literature reveals that a Large Language Model's (LLM) behavior is not only conditioned by its original weights but also its instance-level parameters

2 Jun 2026

LLMSynthor: Macro-Aligned Micro-Records Synthesis with Large Language Models

ApplicationsDGX agent

arXiv:2505.14752v3 Announce Type: replace Abstract: Macro-aligned micro-records are crucial for credible simulations in social science and urban studies. For example, epidemic models are only reliable

1 Jun 2026

EHRBench: An Automated and Reliable EHR-based Benchmark for Clinical Decision Making with LLMs

Model ReleasesDGX agent

arXiv:2605.30637v1 Announce Type: new Abstract: Clinical decision-making (CDM) is central to real-world clinical workflows, where clinicians infer diagnoses, select treatments, or anticipate future he

Translation Analytics for Freelancers II: Benchmarking Local LLMs for Confidential Translation Workflows

Model ReleasesDGX agent

arXiv:2605.31452v1 Announce Type: new Abstract: Building on our previous work, this paper develops practical, low-barrier methods for freelance translators and smaller language service providers to ev

When are LLMs Sufficient Policy Optimizers for Sequential RL Tasks?

SafetyDGX agent

arXiv:2605.30719v1 Announce Type: cross Abstract: We study when large language models (LLMs) can serve as effective black-box policy optimizers for reinforcement learning (RL) tasks, i.e., when can we

29 May 2026

Minimal Prompt Perturbations Lead to Code Vulnerabilities: Prompt Fragility and Hidden-State Signals in Coding LLMs

Model ReleasesDGX agent

arXiv:2605.29737v1 Announce Type: cross Abstract: LLM-based coding assistants are seeing rapid adoption, offering substantial gains in developer productivity. As organizations increasingly ship code t

26 May 2026

Code2UML: Agentic LLMs with context engineering for scalable software visualization

Model ReleasesDGX agent

arXiv:2605.24453v1 Announce Type: cross Abstract: Large Language Model (LLM)-based code analysis tools are adopted to automate software documentation tasks. However, the scalability of these approache

25 May 2026

When Do LLMs Reason? A Dynamical Systems View via Entropy Phase Transitions

ResearchDGX agent

arXiv:2605.22873v1 Announce Type: cross Abstract: Chain-of-thought (CoT) reasoning has become the default strategy for enhancing LLM capabilities, yet its application raises a fundamental question: wh

21 May 2026

APM: Evaluating Style Personalization in LLMs with Arbitrary Preference Mappings

Model ReleasesDGX agent

arXiv:2605.21063v1 Announce Type: new Abstract: Typical LLM responses tend to follow a default style, even though users often have distinct preferences regarding tone, verbosity, and formality that th

Mix-Quant: Quantized Prefilling, Precise Decoding for Agentic LLMs

AgentsDGX agent

arXiv:2605.20315v1 Announce Type: new Abstract: LLM agents have recently emerged as a powerful paradigm for solving complex tasks through planning, tool use, memory retrieval, and multi-step interacti

15 May 2026

Concurrency without Model Changes: Future-based Asynchronous Function Calling for LLMs

AgentsDGX agent

arXiv:2605.15077v1 Announce Type: cross Abstract: Function calling, also known as tool use, is a core capability of modern LLM agents but is typically constrained by synchronous execution semantics. U

Towards the Next Frontier of LLMs, Training on Private Data: A Cross-Domain Benchmark for Federated Fine-Tuning

Model ReleasesDGX agent

arXiv:2605.13936v1 Announce Type: cross Abstract: The recent success of large language models (LLMs) has been largely driven by vast public datasets. However, the next frontier for LLM development lie

12 May 2026

Can RL Teach Long-Horizon Reasoning to LLMs? Expressiveness Is Key

ResearchDGX agent

arXiv:2605.06638v2 Announce Type: replace Abstract: Reinforcement learning (RL) has been applied to improve large language model (LLM) reasoning, yet the systematic study of how training scales with t

Robust Multi-Agent LLMs under Byzantine Faults

AgentsDGX agent

arXiv:2605.09076v1 Announce Type: cross Abstract: Large language model (LLM) agents increasingly collaborate over peer-to-peer networks to improve their reliability. However, these same interactions c

StereoTales: A Multilingual Framework for Open-Ended Stereotype Discovery in LLMs

Local AiDGX agent

arXiv:2605.10442v1 Announce Type: cross Abstract: Multilingual studies of social bias in open-ended LLM generation remain limited: most existing benchmarks are English-centric, template-based, or rest

11 May 2026

Here's the full TIL https://til.simonwillison.net/llms/llm-shebang

ToolsDGX agent

Simon Willison shares a technique for using Large Language Models directly from the command line using a shebang (#!) syntax, allowing scripts to be executed with LLM processing without explicit comma

1 May 2026

Mapping how LLMs debate societal issues when shadowing human personality traits, sociodemographics and social media behavior

SafetyDGX agent

arXiv:2604.27624v1 Announce Type: cross Abstract: Large Language Models (LLMs) can strongly shape social discourse, yet datasets investigating how LLM outputs vary across controlled social and context

30 Apr 2026

Fireside chat at Sequoia Ascent 2026 from a ~week ago. Some highlights: The first theme I tried to push on is that LLMs are about a lot more…

AgentsDGX agent

Fireside chat at Sequoia Ascent 2026 from a ~week ago. Some highlights: The first theme I tried to push on is that LLMs are about a lot more than just speeding up what existed before (e.g. coding). Th

28 Apr 2026

GSAR: Typed Grounding for Hallucination Detection and Recovery in Multi-Agent LLMs

Model ReleasesDGX agent

arXiv:2604.23366v1 Announce Type: new Abstract: Autonomous multi-agent LLM systems are increasingly deployed to investigate operational incidents and produce structured diagnostic reports. Their trust

LLM4SCREENLIT: Recommendations on Assessing the Performance of Large Language Models for Screening Literature in Systematic Reviews

Model ReleasesDGX agent

arXiv:2511.12635v2 Announce Type: replace-cross Abstract: Context: Large language models (LLMs) are increasingly used to screen literature for systematic reviews (SRs), but the standard confusion-matr

LLMs Reading the Rhythms of Daily Life: Aligned Understanding for Behavior Prediction and Generation

SafetyDGX agent

arXiv:2604.23578v1 Announce Type: cross Abstract: Human daily behavior unfolds as complex sequences shaped by intentions, preferences, and context. Effectively modeling these behaviors is crucial for

27 Apr 2026

LayerBoost: Layer-Aware Attention Reduction for Efficient LLMs

ResearchDGX agent

arXiv:2604.22050v1 Announce Type: cross Abstract: Transformers are mostly relying on softmax attention, which introduces quadratic complexity with respect to sequence length and remains a major bottle

24 Apr 2026

AgentGL: Towards Agentic Graph Learning with LLMs via Reinforcement Learning

SafetyDGX agent

arXiv:2604.05846v2 Announce Type: replace Abstract: Large Language Models (LLMs) increasingly rely on agentic capabilities-iterative retrieval, tool use, and decision-making-to overcome the limits of

Why are all LLMs Obsessed with Japanese Culture? On the Hidden Cultural and Regional Biases of LLMs

SafetyDGX agent

arXiv:2604.21751v1 Announce Type: cross Abstract: LLMs have been showing limitations when it comes to cultural coverage and competence, and in some cases show regional biases such as amplifying Wester

23 Apr 2026

Explainable AML Triage with LLMs: Evidence Retrieval and Counterfactual Checks

SafetyDGX agent

arXiv:2604.19755v1 Announce Type: new Abstract: Anti-money laundering (AML) transaction monitoring generates large volumes of alerts that must be rapidly triaged by investigators under strict audit an

From Nodes to Narratives: Explaining Graph Neural Networks with LLMs and Graph Context

ApplicationsDGX agent

arXiv:2508.07117v3 Announce Type: replace Abstract: Graph Neural Networks (GNNs) have emerged as powerful tools for learning over structured data, including text-attributed graphs (TAGs), which are co

Surrogate modeling for interpreting black-box LLMs in medical predictions

ApplicationsDGX agent

arXiv:2604.20331v1 Announce Type: cross Abstract: Large language models (LLMs), trained on vast datasets, encode extensive real-world knowledge within their parameters, yet their black-box nature obsc

This 2 hour lecture by Yann LeCun (Turing Award winner) will teach you why the next trillion dollar AI company won't be built on LLMs. He tr…

ResearchDGX agent

This 2 hour lecture by Yann LeCun (Turing Award winner) will teach you why the next trillion dollar AI company won't be built on LLMs. He trashes the $100 Billion LLM race, attacks Musk and Amodei, de

22 Apr 2026

Local Linearity of LLMs Enables Activation Steering via Model-Based Linear Optimal Control

Local AiDGX agent

arXiv:2604.19018v1 Announce Type: cross Abstract: Inference-time LLM alignment methods, particularly activation steering, offer an alternative to fine-tuning by directly modifying activations during g

21 Apr 2026

LLMAR: A Tuning-Free Recommendation Framework for Sparse and Text-Rich Industrial Domains

ResearchDGX agent

arXiv:2604.16379v1 Announce Type: cross Abstract: Industrial B2B applications (e.g., construction site risk prediction, material procurement) face extreme data sparsity yet feature rich textual intera

The Consensus Trap: Rescuing Multi-Agent LLMs from Adversarial Majorities via Token-Level Collaboration

Local AiDGX agent

arXiv:2604.17139v1 Announce Type: new Abstract: Multi-agent large language model (LLM) architectures increasingly rely on response-level aggregation, such as Majority Voting (MAJ), to raise reasoning

20 Apr 2026

LLMs Corrupt Your Documents When You Delegate

Model ReleasesDGX agent

arXiv:2604.15597v1 Announce Type: new Abstract: Large Language Models (LLMs) are poised to disrupt knowledge work, with the emergence of delegated work as a new interaction paradigm (e.g., vibe coding

14 Apr 2026

We benchmarked TranslateGemma against 5 other LLMs on subtitle translation across 6 languages. At first glance the numbers told a clean story, but then human QA added a chapter. [D]

ResearchDGX agent

This r/MachineLearning discussion post details a hands-on benchmark study in which TranslateGemma — Google's open translation model suite built on Gemma 3, available in 4B, 12B, and 27B sizes and cove

13 Apr 2026

GNN-as-Judge: Unleashing the Power of LLMs for Graph Learning with GNN Feedback

SafetyDGX agent

arXiv:2604.08553v1 Announce Type: cross Abstract: Large Language Models (LLMs) have shown strong performance on text-attributed graphs (TAGs) due to their superior semantic understanding ability on te

10 Apr 2026

Automating Database-Native Function Code Synthesis with LLMs

Model ReleasesDGX agent

arXiv:2604.06231v1 Announce Type: cross Abstract: Database systems incorporate an ever-growing number of functions in their kernels (a.k.a., database native functions) for scenarios like new applicati

Improved Evidence Extraction and Metrics for Document Inconsistency Detection with LLMs

ResearchDGX agent

arXiv:2601.02627v2 Announce Type: replace-cross Abstract: Large language models (LLMs) are becoming useful in many domains due to their impressive abilities that arise from large training datasets and

Learning to Negotiate: Multi-Agent Deliberation for Collective Value Alignment in LLMs

SafetyDGX agent

arXiv:2603.10476v2 Announce Type: replace Abstract: LLM alignment has progressed in single-agent settings through paradigms such as RL with human feedback (RLHF), while recent work explores scalable a

Scientific Knowledge-driven Decoding Constraints Improving the Reliability of LLMs

ResearchDGX agent

arXiv:2604.06603v1 Announce Type: cross Abstract: Large language models (LLMs) have shown strong knowledge reserves and task-solving capabilities, but still face the challenge of severe hallucination,

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