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Paper Citation Record · LEDGER

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent

As of 15 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 5 inbound Pith citation observations for arXiv:2412.01033.

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

pith.paper-citation-record.v1
2412.01033 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:49:29.821849Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:37:55.261599Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T06:07:41.557063Z

Reference resolution

42 of 42 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved41
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eb9ba8ee-8e89-4a56-adec-230c58563769 · outbound

This paper cites GPT-4 Technical Report.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.480528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.480528Z digest=sha256:4cfb198c1e71bfa361c40634cc1a26bfba647ec2e56be09b0280d938643706d6

Observation 8f20efb8-4a15-4aa5-bf3c-3a2a66e1c753 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:49:30.726056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-12T04:49:29.487522Z digest=sha256:948e8dd7e40b1894837c2b51a1e5e3239a397480e20edf788db8584c32865f1b

Observation cfcc5446-09ad-4526-a955-509c9a4909c6 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:49:30.706848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-12T04:49:29.494978Z digest=sha256:b563fdce9264df261d82f900fb7de47fa4525ae5d0cf128a54f41b5b93d436be

Observation b0a24b09-2017-4a20-a495-c372b48329f6 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:49:30.685332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-12T04:49:29.502417Z digest=sha256:0f14ed47d3905f2c71aae5644d546216b0c08f3b0ad97b7393598d535c00cefe

Observation b653b9cd-5692-48bf-95a5-6bf81b7e51e9 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.507898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.507898Z digest=sha256:3346db58da4764f68b61622e55faad0a62f38b5f2c8781a7d5e93db9cc3f3663

Observation 2be8d7c2-dee8-4d57-b262-2aaf57f27550 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Evaluating Large Language Models Trained on Code

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.514537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.514537Z digest=sha256:3bdf295d1e53010f60c3af40d65cc5e70c7097992b96254c3ab4bbcf98ee6eba

Observation bf5ec010-a021-4ba3-a310-390265f861a6 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:49:30.651663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-12T04:49:29.522055Z digest=sha256:194d482f8adfc440f2d44dbb6af12ce746f4e5fd3646275a2304cc216290a2c9

Observation 0bb67ba2-7b19-4673-8178-6fb58b0a2da2 · outbound

This paper cites Rainproof: An Umbrella To Shield Text Generators From Out-Of-Distribution Data.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Rainproof: An Umbrella To Shield Text Generators From Out-Of-Distribution Data

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-12T04:49:30.405527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-12T04:49:29.527464Z digest=sha256:9da6471bdcc5dddcc681f31a74176cb51154cb291035deef3200cb29301df6f8

Observation 2f43dfb0-3c70-4d19-9eb2-9dceaebc3535 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.533310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.533310Z digest=sha256:f4ea2c04ce0348617dc11044013bdaa65fe588f391bacf801d15c81b8ab55003

Observation 49954d59-ed20-4901-a91b-bf1d71cfa1b2 · outbound

This paper cites The Llama 3 Herd of Models.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent The Llama 3 Herd of Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.542219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.542219Z digest=sha256:c81cf7ff16a2fab17e39ba448004d95567d341c437231443e3cb735c784c9a2f

Observation 4e411d3f-c233-4d5c-8849-093755bfefb1 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.550776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.550776Z digest=sha256:6a880af9b6afb6cf8a7e2eb87407fb1d4d4eb68e4f623dd98b9b7c415b67d5c5

Observation 23817bce-d4f2-4e79-8d3c-159a90b57e90 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.558880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.558880Z digest=sha256:6f059e9d7d983a79a46233a8a3f7c1426f36049f2ab0ecd823f4f227e6c1eb56

Observation 91672d42-4a73-4209-b5d5-04efbe681c4f · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.566299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.566299Z digest=sha256:81fd0dbbb9d9714a3791aade6310b1ebf9e0c21673d803625e798a5a68d43afd

Observation ef044290-7a5d-4bb0-b759-d78892f3543d · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.577172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.577172Z digest=sha256:39dc24e2bbee3173c6869799e56a7a2bc39c4cad21138d5521c94e597a1f57d8

Observation f9d5e98e-0cf7-43a7-9d82-5f4b16dca277 · outbound

This paper cites Towards Uncertainty-Aware Language Agent.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Towards Uncertainty-Aware Language Agent

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.583763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.583763Z digest=sha256:30e0ae449b0d3c4951e10e60993ac3b127f24bfc0374434910e3238efb129dca

Observation 8e8cdb95-50fb-4598-8a55-084cce15d347 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Measuring Massive Multitask Language Understanding

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.591575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.591575Z digest=sha256:009497d799ad07c2590e52969e848ceb6cdcc84097616c66b4736e2f071a3ff5

Observation 78403ad1-2d44-4ea5-b35d-928c9203ae0c · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.604478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.604478Z digest=sha256:158ab68eac08dbeca491a7aff4baee59691930178661bef58f7f46ab47676501

Observation e9ca1c1b-bdb8-4537-8b6a-7128c017bc0b · outbound

This paper cites Language Models (Mostly) Know What They Know.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Language Models (Mostly) Know What They Know

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.619338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.619338Z digest=sha256:354bdddc22ccdb49b734f33f2c52828ffe7b93b1984fefb79e6e5c2e6ee06a18

Observation 3aeeb439-eba6-4951-bcb9-58fc30c91b5f · outbound

This paper cites Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.627626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.627626Z digest=sha256:2dbe884c303bb56a2ec535d5e3635d394fc24af6939f38c71296fa958da88407

Observation 5d973e98-9b01-48c3-8ff3-7f45a887f5eb · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.635188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.635188Z digest=sha256:c7f7efe4559bcf146c911e36efa04741f2dfb8d40606bbc9909194b3a51a4f61

Observation 68d120c4-09fe-45a9-b378-5bae91b6bb0c · outbound

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

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.642484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.642484Z digest=sha256:dc3983b5743fa956d6d5bc4d8b1d55f80decb34047d8ea2618209746bd45de28

Observation 7b466a29-9eaf-4a17-8efa-5f98b2b6f7e0 · outbound

This paper cites Uncertainty Estimation in Autoregressive Structured Prediction.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Uncertainty Estimation in Autoregressive Structured Prediction

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.651101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.651101Z digest=sha256:517ff441c025cfdda0c3376e59bdde0792c15997d11a094c5b7e3fce2b525c04

Observation efc138de-de21-4ce1-b1a1-d1eb07f629d1 · outbound

This paper cites Large Language Models: A Survey.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Large Language Models: A Survey

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.660873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.660873Z digest=sha256:28b482e42599d443f9c886f58286df1b640cf170450ab8ba3cfa51780ce5c07f

Observation 8fe0cc9a-9e1b-4ac9-a248-ce9827be9347 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent WebGPT: Browser-assisted question-answering with human feedback

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.667362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.667362Z digest=sha256:5fbdb20b48612d1811d4a7579c51a517cd2954b8075a6019501879dd407f0b2b

Observation 690616b1-b99e-42f8-9e5f-d13b4b46ad02 · outbound

This paper cites Making Language Models Better Tool Learners with Execution Feedback.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Making Language Models Better Tool Learners with Execution Feedback

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.678821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.678821Z digest=sha256:c6326f70f2b15e99815fb5ad884d59b261487e9d62f0ef3f3846dd53fd1b75ac

Observation 49f8c443-c022-4014-93ec-ddfe2eb76542 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.685255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.685255Z digest=sha256:0ccce6d0b11cbecdaa622c00beec29df2bae02927864434c094a2726cd7bc0e1

Observation cec595cf-2f7d-42ac-b747-49207a3143bb · outbound

This paper cites Know What You Don't Know: Unanswerable Questions for SQuAD.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Know What You Don't Know: Unanswerable Questions for SQuAD

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.697530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.697530Z digest=sha256:9a4c5b438f181aff0960a06bb42cc033345c5b082847a2e9e38d0f176c3a9c25

Observation 262c2510-0360-42f0-9a20-f1bb3572df57 · outbound

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

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Self-Reflection in LLM Agents: Effects on Problem-Solving Performance

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.703485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.703485Z digest=sha256:2870022ab1a6f966d69da6caa63ae935c5df53fd8f4b6199c5eb99d576626974

Observation 75124874-b942-4e4d-ad88-bddfccc31e22 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:49:30.539720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-12T04:49:29.716416Z digest=sha256:df2634605e23586a8b15959e0ab59d6f857e7d1d8b8159b309f3cf5df59c9c16

Observation da817ebf-5a16-4bf7-a649-7c8f1e1aea8b · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.724554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.724554Z digest=sha256:0e44755f81960eec52247bd70e206c6d2e9d5779290fa85265a163e2ad57e27c

Observation b1c24ad3-11bf-4053-9616-9a79e83b12b9 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.732084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.732084Z digest=sha256:68c38cc00562b1c4eac7ac6a95b9d7f9fd80d67f45677f316bf804f5d198dcd4

Observation 4516b49c-dbf6-4eaf-8629-fefc8ef1f767 · outbound

This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.738001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.738001Z digest=sha256:03767038a262962875e3959ce8b37126de824cfa68420fb664d27a8e1736053d

Observation f121e32b-4982-4dbb-b6a6-76ca3abcd1c2 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.744583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.744583Z digest=sha256:63d4874e04673a8bf3ea2de95c706c0dcd278c85b8d8a5b5d0e62d5ecbd33cfc

Observation ea41c59b-e486-414c-92b6-607090ab5941 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.751434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.751434Z digest=sha256:71b84ff46cecc4d2d0bad2ee37fdeaf628968837052fb09a44277eafc13dee31

Observation 22ca22f7-961f-4942-8122-a0a1de2cf062 · outbound

This paper cites an unresolved cited work.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.759498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.759498Z digest=sha256:66f49c7738902c5e39c2f9ddc48d11114f1ac41887e66d40a7476086d51f3b94

Observation 142480a0-32dd-45d9-a4c4-d20327d97c4d · outbound

This paper cites On Hallucination and Predictive Uncertainty in Conditional Language Generation.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent On Hallucination and Predictive Uncertainty in Conditional Language Generation

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.765532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.765532Z digest=sha256:ee804d58c57ec602486f34a70c66ba92ecba6dc14912f254fe4a2a20ab4e7dd1

Observation e9ba1ed4-5f4f-4f80-96f5-3864a29755ad · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.771482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.771482Z digest=sha256:2bce361e85ecf69a63d67335cab12eb633f93903c957be7dd4b372257e6b9106

Observation 82e3324c-6654-4c1d-8836-047f9138f983 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent ReAct: Synergizing Reasoning and Acting in Language Models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.777579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.777579Z digest=sha256:f9cd37a9e190ad04618e8c825f11d0404b42a6c5ddc5f226df82c646c19f1301

Observation c22cf364-8a73-4099-802b-db1e4121f334 · outbound

This paper cites Do Large Language Models Know What They Don't Know?.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent Do Large Language Models Know What They Don't Know?

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.785661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.785661Z digest=sha256:a36f5d46abdf08d347400090ffa2f81e864268b6b979852d099abb42c401c51e

Observation b4faefee-05f9-47f5-861a-cc51452101c5 · outbound

This paper cites A Survey of Large Language Models.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent A Survey of Large Language Models

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.808953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.808953Z digest=sha256:9fc8a90c3b6351f8ffa8348dd4539145df0e12f6adb19ef296debdf181332094

Observation e1bc09d6-d77a-4ecc-9a8a-3d4d7eed80c5 · outbound

This paper cites online" 'onlinestring :=.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent online" 'onlinestring :=

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.814949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.814949Z digest=sha256:c4598c8a023aff62904f99e0307f951d3183e78cd0b219d655e5de2bf5de8221

Observation e6e419ff-d49f-4891-bb18-04b859f080d3 · outbound

This paper cites write newline.

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent write newline

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-12T04:49:29.821849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:49:29.821849Z digest=sha256:a44538593aa631d62e107174dba8340d41794fe5ea7a15a2b7ee9f4826ef7af1

Pith citing papers

Observation 3bc67709-2da5-4d02-ae62-3ec389eb0f7d · inbound

A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions cites this paper.

A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions SAUP: Situation Awareness Uncertainty Propagation on LLM Agent

Reference 251

Resolution
unresolved
no resolver link, observed 2026-08-11T20:37:55.261599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:37:55.261599Z digest=sha256:1c0aeae2b7f9a6a907ab8b852413e354b18b44604444f95d52661f67d10f9cfd

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

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning cites this paper.

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.

source=pdf_text observed=2026-08-05T11:39:47.895703Z digest=sha256:2145aba42b0d4c7c5a5a0d0c899e65778a15e1ed38ec200e7e34939a1cb7d4ef

Observation 3a6a755b-f192-48c8-9b2a-0dbc92e27843 · inbound

Proper Scoring Rules for Agentic Uncertainty Quantification cites this paper.

Proper Scoring Rules for Agentic Uncertainty Quantification SAUP: Situation Awareness Uncertainty Propagation on LLM Agent

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:04:40.146416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-30T12:59:57.639608Z digest=sha256:314e356c979a0f432a9fb41678b1fa6e7829dd0fa7b10f0489e1b7b4335d4d91

Observation a41da784-1789-49f3-af4f-a5af38d37b5f · inbound

Helicase: Uncertainty-Guided Supply Chain Knowledge Graph Construction with Autonomous Multi-Agent LLMs cites this paper.

Helicase: Uncertainty-Guided Supply Chain Knowledge Graph Construction with Autonomous Multi-Agent LLMs SAUP: Situation Awareness Uncertainty Propagation on LLM Agent

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-06-29T17:23:44.597824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-29T17:20:54.266770Z digest=sha256:e3c66011405d651f5a70494aa1feac48bcae9e4dc8100b426b60dd389026b2fd

Observation 1328b759-5d93-416b-94f3-abc1a5b52e2c · inbound

Confidence Laundering in Agent Systems: Why Uncertainty Needs a Latent Carrier cites this paper.

Confidence Laundering in Agent Systems: Why Uncertainty Needs a Latent Carrier SAUP: Situation Awareness Uncertainty Propagation on LLM Agent

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-07-03T06:07:41.558416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-27T12:53:05.153500Z digest=sha256:233ca35d4b2c8c2d4d0df79d89ef19ec9e8877e5046a873da98cd9d6f4e41a14