Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning | Paper Citation Record

Observation b2398e06-5385-4122-87ae-c93382834ac4 · outbound

This paper cites Exploring LLM Agents for Cleaning Tabular Machine Learning Datasets.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Exploring LLM Agents for Cleaning Tabular Machine Learning Datasets

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.596846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efae5460-d578-4b3a-9db9-b80407587851 · outbound

This paper cites RAmBLA: A Framework for Evaluating the Reliability of LLMs as Assistants in the Biomedical Domain.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning RAmBLA: A Framework for Evaluating the Reliability of LLMs as Assistants in the Biomedical Domain

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.686930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffe710a1-91f8-4f3c-8ea3-f56d39dfd759 · outbound

This paper cites Uqlm: A python package for uncertainty quantification in large language models.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Uqlm: A python package for uncertainty quantification in large language models

Reference 3

Resolution: verified exact; raw_fallback, observed 2026-08-05T11:39:48.993148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ce5aced6-6263-41e7-b9d9-fb6edc116d7b · outbound

This paper cites The uk biobank resource with deep phenotyping and genomic data.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning The uk biobank resource with deep phenotyping and genomic data

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.711943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1738eb20-6446-4509-96e9-c26833c0287b · outbound

This paper cites Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.715101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 183e79a0-0ef9-4246-be9d-60fc74de7b72 · outbound

This paper cites SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused Evaluation.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused Evaluation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.718780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b299973a-ee57-4d41-9e8a-2e00d52948b3 · outbound

This paper cites The gtex consortium atlas of genetic regulatory effects across human tissues.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning The gtex consortium atlas of genetic regulatory effects across human tissues

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.722542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df7215a8-a65a-4f07-bc0f-e2796da79ef6 · outbound

This paper cites The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.725921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2990691-e02b-45e5-84da-c9915a89da41 · outbound

This paper cites Multi-LLM debate: Framework, princi- pals, and interventions.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Multi-LLM debate: Framework, princi- pals, and interventions

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.728962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32d0b002-c906-46ca-b553-95e2c73a1da1 · outbound

This paper cites Faithfulness-Aware Uncertainty Quantification for Fact-Checking the Output of Retrieval Augmented Generation.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Faithfulness-Aware Uncertainty Quantification for Fact-Checking the Output of Retrieval Augmented Generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.731762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3939a02-5e72-4219-93ff-464658a9f5c5 · outbound

This paper cites LM-Polygraph: Uncertainty Estimation for Language Models.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning LM-Polygraph: Uncertainty Estimation for Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.734879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35948124-f490-4c3d-9c93-b5fcf4c23183 · outbound

This paper cites Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.737895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbffc938-2f53-46cb-baea-38d76f6c7706 · outbound

This paper cites Scaling laws for reward model overoptimization.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Scaling laws for reward model overoptimization

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.740999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff31e499-9824-4880-a34e-4b824c3fd3dd · outbound

This paper cites Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.743675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74fadb86-ebf1-41fb-9095-dca03ca643b6 · outbound

This paper cites Riche- lieu: Self-evolving LLM-based agents for ai diplomacy.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Riche- lieu: Self-evolving LLM-based agents for ai diplomacy

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.746897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80f61988-c551-4199-a0df-414ee685e9b2 · outbound

This paper cites eC-Tab2Text: Aspect-Based Text Generation from e-Commerce Product Tables.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning eC-Tab2Text: Aspect-Based Text Generation from e-Commerce Product Tables

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:39:48.856437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 570e6c80-59c2-4157-bc23-6ff557c11dd4 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.752853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6e32a07-750a-46a4-8bbc-5722621125c1 · outbound

This paper cites The Need for Guardrails with Large Language Models in Medical Safety-Critical Settings: An Artificial Intelligence Application in the Pharmacovigilance Ecosystem.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning The Need for Guardrails with Large Language Models in Medical Safety-Critical Settings: An Artificial Intelligence Application in the Pharmacovigilance Ecosystem

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.755638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26199a84-62dd-4987-97df-ab6b8c106059 · outbound

This paper cites Towards Uncertainty-Aware Language Agent.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Towards Uncertainty-Aware Language Agent

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.758592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 284629bd-b5ca-495c-bc57-6b43d3600dbf · outbound

This paper cites Uncertainty-Aware GUI Agent: Adaptive Perception through Component Recommendation and Human-in-the-Loop Refinement.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Uncertainty-Aware GUI Agent: Adaptive Perception through Component Recommendation and Human-in-the-Loop Refinement

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.761397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8166090e-17e8-428f-bc14-284f656dc65d · outbound

This paper cites Agentgen: Enhancing plan- ning abilities for large language model based agent via environment and task generation.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Agentgen: Enhancing plan- ning abilities for large language model based agent via environment and task generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.764636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fa6bff0-adcf-4287-be0e-2fff5b1f857a · outbound

This paper cites Un- certainty of thoughts: Uncertainty-aware planning enhances information seeking in LLMs.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Un- certainty of thoughts: Uncertainty-aware planning enhances information seeking in LLMs

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.767799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 415e0302-edf9-445e-ac4f-69770df1db3a · outbound

This paper cites On the importance of exploration for generalization in reinforcement learning.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning On the importance of exploration for generalization in reinforcement learning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.770712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46e89f0b-64b4-434f-bb86-4f9326120b81 · outbound

This paper cites Genegpt: Aug- menting large language models with domain tools for improved access to biomedical information.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Genegpt: Aug- menting large language models with domain tools for improved access to biomedical information

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.773550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e04e269-3c65-45a9-9785-42b25c35d772 · outbound

This paper cites A roadmap for multi- omics data integration using deep learning.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning A roadmap for multi- omics data integration using deep learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.776465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 443e9ad2-e0d3-4d21-a8cd-bfbbcc7c6c06 · outbound

This paper cites StructText: A Synthetic Table-to-Text Approach for Benchmark Generation with Multi-Dimensional Evaluation.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning StructText: A Synthetic Table-to-Text Approach for Benchmark Generation with Multi-Dimensional Evaluation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.778988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8f10030-8d0b-4a1b-af26-d877e0773bd6 · outbound

This paper cites Synthetic data production for biomedical research.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Synthetic data production for biomedical research

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.388410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bc12995e-c3ad-4b57-96c9-30cd66057855 · outbound

This paper cites A Conceptual Framework for Human-AI Collaborative Genome Annotation.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning A Conceptual Framework for Human-AI Collaborative Genome Annotation

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:39:48.788604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 167d049e-584e-43da-91f8-9f040af9f7b7 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.787481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c0537b8-5abb-4f29-8d63-9f722a16d31b · outbound

This paper cites The truth becomes clearer through debate! multi-agent systems with large lan- guage models unmask fake news.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning The truth becomes clearer through debate! multi-agent systems with large lan- guage models unmask fake news

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.378160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aad8bbf7-386e-469e-9c03-0f3d21636c1d · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Understanding R1-Zero-Like Training: A Critical Perspective

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.794071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dea922e7-55d2-4600-933e-8b1bda49729f · outbound

This paper cites Large language model for table processing: A survey.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Large language model for table processing: A survey

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.369153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 08d75eef-01c7-4184-aee9-ed7227102f7c · outbound

This paper cites Confidence Estimation for Text-to-SQL in Large Language Models.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Confidence Estimation for Text-to-SQL in Large Language Models

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:39:48.753908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 25191e30-7195-43b8-9608-e3011d44a563 · outbound

This paper cites A scalable llm framework for therapeutic biomarker discovery: Grounding q/a generation in knowledge graphs and literature.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning A scalable llm framework for therapeutic biomarker discovery: Grounding q/a generation in knowledge graphs and literature

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.359726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 90d27f18-f64e-45e7-ae74-d76f22324f9d · outbound

This paper cites Matsa: Multi- agent table structure attribution.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Matsa: Multi- agent table structure attribution

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.350626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bee11c8b-e25b-41c3-96ee-cf63d2f350e4 · outbound

This paper cites Deep bayesian active learning for preference modeling in large language models.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Deep bayesian active learning for preference modeling in large language models

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.341513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d1e719aa-2887-4352-8748-d33a91fa953e · outbound

This paper cites Benchmarking the confidence of large language models in answering clinical questions: cross-sectional evaluation study.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Benchmarking the confidence of large language models in answering clinical questions: cross-sectional evaluation study

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.332251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ec900565-4ebc-445d-b232-5d37addb5065 · outbound

This paper cites Visualization of very large high- dimensional data sets as minimum spanning trees.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Visualization of very large high- dimensional data sets as minimum spanning trees

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.323398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 21e731d5-327f-4812-8197-50a8db78b944 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.815636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b997ffb-3628-4b00-be6d-2f084eed925a · outbound

This paper cites Self-Reflection in LLM Agents: Effects on Problem-Solving Performance.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Self-Reflection in LLM Agents: Effects on Problem-Solving Performance

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.819080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 350597a5-60f5-46f0-a1be-e1af06a080c4 · outbound

This paper cites MAG-V: A Multi-Agent Framework for Synthetic Data Generation and Verification.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning MAG-V: A Multi-Agent Framework for Synthetic Data Generation and Verification

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.821838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e30a545b-a9d0-4944-828c-864e3d45d46d · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.825038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92b493ef-722f-48d3-9a28-58858bc51bd6 · outbound

This paper cites A survey on uncertainty quantification of large language models: Taxonomy, open research challenges, and future directions.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning A survey on uncertainty quantification of large language models: Taxonomy, open research challenges, and future directions

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.314018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 205a1c87-bb94-4364-8702-114daa73c292 · outbound

This paper cites Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.831219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 309a6207-1f86-47f0-9887-0edee920acc9 · outbound

This paper cites Confidence estimation for error de- tection in text-to-sql systems.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Confidence estimation for error de- tection in text-to-sql systems

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.303859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e0eebb50-afde-45e5-b646-8ad908a3811c · outbound

This paper cites FineSurE: Fine-grained Summarization Evaluation using LLMs.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning FineSurE: Fine-grained Summarization Evaluation using LLMs

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.836951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f263516-6d0a-4799-bb7a-593911439f05 · outbound

This paper cites Why uncer- tainty estimation methods fall short in RAG: An axiomatic analysis.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Why uncer- tainty estimation methods fall short in RAG: An axiomatic analysis

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.294214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e04e3955-2550-4167-a761-14699ea866be · outbound

This paper cites Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:39:48.673269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 63293da8-dc7b-4b9e-bcc5-87f1d21e4ee9 · outbound

This paper cites Query, don’t train: Privacy-preserving tabular prediction from ehr data via sql queries.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Query, don’t train: Privacy-preserving tabular prediction from ehr data via sql queries

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.846049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f741d50-c5cd-45b3-a0b3-bbd0a45ce8e2 · outbound

This paper cites STRuCT-LLM: Unifying Tabular and Graph Reasoning with Reinforcement Learning for Semantic Parsing.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning STRuCT-LLM: Unifying Tabular and Graph Reasoning with Reinforcement Learning for Semantic Parsing

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.848753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 330b087b-77d3-4ef6-b7f5-5e14ff718a4c · outbound

This paper cites Evaluating model ro- bustness and stability to dataset shift.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Evaluating model ro- bustness and stability to dataset shift

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.284230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8e3660c0-a3d8-4054-900e-78dcce5e0824 · outbound

This paper cites Chain-of-query: Unleashing the power of LLMs in sql- aided table understanding via multi-agent collaboration.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Chain-of-query: Unleashing the power of LLMs in sql- aided table understanding via multi-agent collaboration

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.854148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6be9701-f50d-4db7-b8b9-1174c7f4fa04 · outbound

This paper cites On Generalization Across Environments In Multi-Objective Reinforcement Learning.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning On Generalization Across Environments In Multi-Objective Reinforcement Learning

Reference 53

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:39:48.529735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2fde0cbd-086d-4cc1-97c1-88647636e7b4 · outbound

This paper cites Toward Real-World Table Agents: Capabilities, Workflows, and Design Principles for LLM-based Table Intelligence.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Toward Real-World Table Agents: Capabilities, Workflows, and Design Principles for LLM-based Table Intelligence

Reference 54

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:39:48.369381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 28eacd0a-c51a-4627-8864-8e1d53312c68 · outbound

This paper cites Uncertainty quan- tification for LLMs through minimum bayes risk: Bridging confidence and consistency.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Uncertainty quan- tification for LLMs through minimum bayes risk: Bridging confidence and consistency

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.862803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67c327a2-7734-4e65-9a2d-b4f1bf82307d · outbound

This paper cites Efficient Hallucination Detection for LLMs Using Uncertainty-Aware Attention Heads.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Efficient Hallucination Detection for LLMs Using Uncertainty-Aware Attention Heads

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.865633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13567b7e-643a-4ce4-bb41-616ad38b70b4 · outbound

This paper cites Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challenges

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.868302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05afab25-4eb5-4693-9159-430a874fea16 · outbound

This paper cites An Empirical Analysis of Uncertainty in Large Language Model Evaluations.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning An Empirical Analysis of Uncertainty in Large Language Model Evaluations

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.871058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 807fc8a4-e92b-4a5e-908f-7355b33c0d97 · outbound

This paper cites Hallucination is Inevitable: An Innate Limitation of Large Language Models.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Hallucination is Inevitable: An Innate Limitation of Large Language Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.873830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 391461de-fb21-43a0-b644-30a809472f9a · outbound

This paper cites Mlomics: Can- cer multi-omics database for machine learning.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Mlomics: Can- cer multi-omics database for machine learning

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.273636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ed9fcd47-06b5-4167-ba37-a3256d3d3457 · outbound

This paper cites Uncertainty-Aware Step-wise Verification with Generative Reward Models.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Uncertainty-Aware Step-wise Verification with Generative Reward Models

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.880480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6267116-a7b4-4078-bd6d-26d94a58ec5d · outbound

This paper cites Enhancing scientific table understanding with type-guided chain-of-thought.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Enhancing scientific table understanding with type-guided chain-of-thought

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.264071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d1bec16e-990a-4498-9dfe-cf5c238670f6 · outbound

This paper cites Tablerag: A retrieval aug- mented generation framework for heterogeneous document reasoning.arXiv preprint arXiv:2506.10380, 2025.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Tablerag: A retrieval aug- mented generation framework for heterogeneous document reasoning.arXiv preprint arXiv:2506.10380, 2025

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.886601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c31aded5-24be-4437-bcd2-3240d11e67b6 · outbound

This paper cites No Free Lunch: Rethinking Internal Feedback for LLM Reasoning.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.889405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84e24819-22e8-4614-8d03-37f2f43870f8 · outbound

This paper cites Uncertainty propagation on LLM agent.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Uncertainty propagation on LLM agent

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.254191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9be5a4bd-a88a-4e51-a567-ef97ab85362f · outbound

This paper cites SAUP: Situation Awareness Uncertainty Propagation on LLM Agent.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning SAUP: Situation Awareness Uncertainty Propagation on LLM Agent

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.895703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb45f13c-be0b-4401-80a7-b3b22c4b5fbd · outbound

This paper cites QTSumm: Query-Focused Summarization over Tabular Data.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning QTSumm: Query-Focused Summarization over Tabular Data

Reference 67

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:39:48.029128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d3531d6c-a718-48ad-b4dd-4bfeb6ed5f0a · outbound

This paper cites Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.902627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb88a9ba-cd24-4b0f-8f6b-3b66edba87a0 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Fine-Tuning Language Models from Human Preferences

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:47.905590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6791a98f-4897-4dc7-904c-ddffde81d7a9 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.243732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d37f8d54-acc9-4459-b885-bc2996199b68 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.234986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f0e56e94-b8d1-4d9a-bf41-e6ba4d5b78d2 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.225069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a46aee59-dadf-4035-a03e-954107d7168f · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.214521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ec33fd3c-3bd7-4b66-972b-cb996fa608d2 · outbound

This paper cites 24 Task 2: Molecular Data Profile Objective: For a specified cancer type CANCER TYPE, analyze each omic layer:.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning 24 Task 2: Molecular Data Profile Objective: For a specified cancer type CANCER TYPE, analyze each omic layer:

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.203356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e4368e1a-6fef-4019-b2f1-ce393009cfa0 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.191993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 64b55465-7bac-409e-b411-af64215258eb · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 76

Resolution: parse uncertain; raw_fallback, observed 2026-08-05T11:39:49.182210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1779c967-c56d-4537-b405-a41efd676ef3 · outbound

This paper cites Task 3: Cancer-Specific Biomarkers Objective: For a specified cancer type CANCER TYPE, identify and ana- lyze biomarkers:.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Task 3: Cancer-Specific Biomarkers Objective: For a specified cancer type CANCER TYPE, identify and ana- lyze biomarkers:

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.171413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f19e3756-4c12-4010-8d87-640ce87c0d4d · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.160702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6c4238a8-1b74-4804-a3e2-a8d226a591e4 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.149396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cb974668-1642-4bfc-856c-d4b45b874dfc · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.139837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e373ca0a-6847-4a10-92a5-cd32914cfd19 · outbound

This paper cites Task 4: Multi-omic Integration Objective: For a specified cancer type CANCER TYPE, integrate various omic layers:.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Task 4: Multi-omic Integration Objective: For a specified cancer type CANCER TYPE, integrate various omic layers:

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.130838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e8a3a6da-e808-4e6f-87f7-67535db79476 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.120409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 79060ac1-00e5-4b7e-a0fe-a17031fdd8a8 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.109308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 780e5ca0-6fbc-4e57-98ed-8ee3570d5a93 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.098862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f882d355-f089-44e4-9ed3-d4a4852b1993 · outbound

This paper cites 25 Task 5: Clinical-Molecular Summary Objective: Create a comprehensive summary for a specified cancer type CANCER TYPE:.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning 25 Task 5: Clinical-Molecular Summary Objective: Create a comprehensive summary for a specified cancer type CANCER TYPE:

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:49.087908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 69b0b2b0-0346-48d4-bb05-6731bec0281f · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.076007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6719d37d-1cef-4f76-accf-774f80f02366 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.065382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a84bef9c-3d30-4c1e-b93d-74b99365cae7 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.053188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b6ced005-cb0d-43b8-8edf-6abf582d2da4 · outbound

This paper cites an unresolved cited work.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:49.040979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bc9227f9-0c08-4e1a-9e22-d5a3a178cac4 · outbound

This paper cites D Hyperparameters The backbone of the model used in this work is Qwen2.5-14B-Instruct, imple- mented within the ART framework.

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning D Hyperparameters The backbone of the model used in this work is Qwen2.5-14B-Instruct, imple- mented within the ART framework

Reference 90

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T11:39:49.029852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers