Paper Citation Record · LEDGER

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence

As of 19 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2608.11922.

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

pith.paper-citation-record.v1
2608.11922 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:30:51.062944Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

verified exact7
verified fuzzy9
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 025b0e23-6696-4914-87d7-dd6d625a4a5a · outbound

This paper cites LLM-as-judge protocol.Because bothF 1 and EM are lexical, we additionally audit answer cor- rectness with an LLM judge, so that no conclusion rests on string overlap alone.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence LLM-as-judge protocol.Because bothF 1 and EM are lexical, we additionally audit answer cor- rectness with an LLM judge, so that no conclusion rests on string overlap alone

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:30:51.733378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 63167321-f529-4767-b87a-b511346fbf1e · outbound

This paper cites Revanth Gangi Reddy, JaeHyeok Doo, Yifei Xu, Md Arafat Sultan, Deevya Swain, Avirup Sil, and Heng Ji.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Revanth Gangi Reddy, JaeHyeok Doo, Yifei Xu, Md Arafat Sultan, Deevya Swain, Avirup Sil, and Heng Ji

Reference 5

Resolution: verified exact; doi, observed 2026-08-16T00:30:51.105241Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e56f7fa5-1e7e-46ac-b351-1538f8eb44bc · outbound

This paper cites The Llama 3 Herd of Models.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence The Llama 3 Herd of Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.935674Z

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Unavailable: canonical work link unavailable.

Observation f1431d90-c9f9-4810-9232-d0316c95d334 · outbound

This paper cites arXiv:2508.05909.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence arXiv:2508.05909

Reference 8

Resolution: verified exact; raw_fallback, observed 2026-08-16T00:30:51.562397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 39b77475-b65b-4358-a327-031affa86092 · outbound

This paper cites Unsupervised Dense Information Retrieval with Contrastive Learning.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Unsupervised Dense Information Retrieval with Contrastive Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.947399Z

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Unavailable: canonical work link unavailable.

Observation 9ea1f465-654f-4a95-beeb-795bea38866d · outbound

This paper cites GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis

Reference 10

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T00:30:51.485559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8dbe4ae7-1566-472c-bf1d-265f7f9054f1 · outbound

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

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Understanding R1-Zero-Like Training: A Critical Perspective

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.955214Z

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Observation eaa2dc28-019f-4a55-bc02-73a3bd02f9b0 · outbound

This paper cites Charles Moslonka, Hicham Randrianarivo, Arthur Garnier, and Emmanuel Malherbe.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Charles Moslonka, Hicham Randrianarivo, Arthur Garnier, and Emmanuel Malherbe

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:30:51.802091Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 815a1e92-8a33-46d8-bdc6-7b2cda9f0a1c · outbound

This paper cites an unresolved cited work.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Unresolved cited work

Reference 13

Resolution: verified exact; doi, observed 2026-08-16T00:30:51.093450Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c7fda0a5-b711-427a-9c49-f924bb45dbff · outbound

This paper cites an unresolved cited work.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Unresolved cited work

Reference 14

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Observation 2fd48fb1-5fff-402e-97da-6760d46cffbf · outbound

This paper cites gpt-oss-120b & gpt-oss-20b Model Card.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence gpt-oss-120b & gpt-oss-20b Model Card

Reference 15

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Observation a697c3ef-6152-4595-b93c-392408d81b00 · outbound

This paper cites Qwen Team.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Qwen Team

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:30:51.791412Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 075c20ef-25b1-422c-a3fd-fcd3cb3a81f0 · outbound

This paper cites Detecting Pretraining Data from Large Language Models.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Detecting Pretraining Data from Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.983854Z

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Observation 95917105-b928-458c-b914-84b5d2eebca1 · outbound

This paper cites 11 Zhehao Tan, Yihan Jiao, Dan Yang, Junjie Wang, Duolin Sun, Jie Feng, Xidong Wang, Lei Liu, Yue Shen, Jian Wang, and Jinjie Gu.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence 11 Zhehao Tan, Yihan Jiao, Dan Yang, Junjie Wang, Duolin Sun, Jie Feng, Xidong Wang, Lei Liu, Yue Shen, Jian Wang, and Jinjie Gu

Reference 20

Resolution: verified exact; raw_fallback, observed 2026-08-16T00:30:51.372871Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3e23a41c-6e52-4394-b469-28d812d1396b · outbound

This paper cites MBA-RAG: a Bandit Approach for Adaptive Retrieval-Augmented Generation through Question Complexity.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence MBA-RAG: a Bandit Approach for Adaptive Retrieval-Augmented Generation through Question Complexity

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.991256Z

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Observation 180d3ecd-3fff-4f53-a039-68cd09fbc1b3 · outbound

This paper cites Large language models can accu- rately predict searcher preferences.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Large language models can accu- rately predict searcher preferences

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:30:51.768392Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c5bac739-a64b-46b5-be96-723397207160 · outbound

This paper cites arXiv:2309.10621.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence arXiv:2309.10621

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.998189Z

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Observation fae48f6f-e76f-4e25-956a-7be395d44a4e · outbound

This paper cites CRITIC-R1: Learning Structured Critics for Retrieval-Augmented Generation.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence CRITIC-R1: Learning Structured Critics for Retrieval-Augmented Generation

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:30:51.246903Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 56206905-113b-4a27-bb30-3ee2bed10243 · outbound

This paper cites Qwen2.5 Technical Report.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Qwen2.5 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:51.005251Z

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Observation 5d5a3dd7-1b39-48f8-83ef-9a562f5d6e14 · outbound

This paper cites Qwen3 Technical Report.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Qwen3 Technical Report

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:51.008827Z

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Observation f529c53f-77c6-46ee-a6a6-f7b4b19646d0 · outbound

This paper cites SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:51.012376Z

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Observation c8b1cf05-e05c-49e2-bc4a-c219cea2db24 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:51.016511Z

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Unavailable: canonical work link unavailable.

Observation 134286f5-32c8-46af-85e4-a4747abb0608 · outbound

This paper cites Following Liu et al.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Following Liu et al

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:30:51.757258Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6d0c877f-fcce-443b-a3bc-e2eaab07c76f · outbound

This paper cites Winning all70cells.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Winning all70cells

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:30:51.745117Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9c88e2e0-ca4e-4522-a6fa-51d302780c0e · outbound

This paper cites (2024) in its multi-reference branch.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence (2024) in its multi-reference branch

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:30:51.721541Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d608ed15-b85b-419e-97cc-1c5e436ffb84 · outbound

This paper cites an unresolved cited work.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:30:51.710771Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8de3db38-8267-46db-81b4-0284e7dd425c · outbound

This paper cites an unresolved cited work.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:30:51.700021Z

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Observation 5202024f-60d7-4657-a5fb-ac14c811689c · outbound

This paper cites an unresolved cited work.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:30:51.685731Z

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Observation 8e54419b-dad7-46df-b1ff-00fa4d1ab9bd · outbound

This paper cites an unresolved cited work.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:30:51.674616Z

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Observation 9388e106-6d8c-4f3b-92ed-28745bb5e665 · outbound

This paper cites an unresolved cited work.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:30:51.664493Z

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Observation 418b6717-80e0-4f28-9044-fd556d6a25e7 · outbound

This paper cites The passage may address a similar entity or context butnotthe specific one asked for, and it might contain outdated, fictional, or misattributed information.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence The passage may address a similar entity or context butnotthe specific one asked for, and it might contain outdated, fictional, or misattributed information

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:30:51.653203Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 829cccf1-8819-47ee-91cb-0d463772fdcc · outbound

This paper cites Figure 3 plots what the run was maximising while that surface form decayed.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Figure 3 plots what the run was maximising while that surface form decayed

Reference 40

Resolution: verified exact; raw_fallback, observed 2026-08-16T00:30:51.181959Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e9f2d888-4657-4493-a665-859a0322b6f5 · outbound

This paper cites an unresolved cited work.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:30:51.641551Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cfd7b864-3116-4bf3-aae3-ef6e2e2d09e4 · outbound

This paper cites INSIDE: LLMs' Internal States Retain the Power of Hallucination Detection.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence INSIDE: LLMs' Internal States Retain the Power of Hallucination Detection

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.923349Z

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Observation 614b96cb-8b78-4cd3-98a3-bd8e9a9543dc · outbound

This paper cites Simple entity-centric ques- tions challenge dense retrievers.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Simple entity-centric ques- tions challenge dense retrievers

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:30:51.779719Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d6d241b5-7265-4048-a764-f81165c3e948 · outbound

This paper cites Simple Entity-Centric Questions Challenge Dense Retrievers.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Simple Entity-Centric Questions Challenge Dense Retrievers

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.980331Z

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Observation a714eb35-56e9-45f1-8940-7976f4eb7b61 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence LoRA: Low-Rank Adaptation of Large Language Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.939737Z

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Unavailable: canonical work link unavailable.

Observation de439635-101d-4b3a-b705-bf01ed246cd3 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 2023

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Observation e4d52a1f-a1ee-480b-b9fa-99c38baec13f · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.919259Z

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Unavailable: canonical work link unavailable.

Observation 89e98974-38e6-40fa-93f5-dae431b990da · outbound

This paper cites How Well Does First-Token Entropy Approximate Word Entropy as a Psycholinguistic Predictor?.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence How Well Does First-Token Entropy Approximate Word Entropy as a Psycholinguistic Predictor?

Reference 2025

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:30:51.597938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 17a22d49-984a-4749-8264-7090715d41d5 · outbound

This paper cites GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning.

LODESTAR: Trustworthy Entropy Is Navigated, Not Merely Measured -- Reinforced Polarizer Keeps a Frozen LLM from Being Confidently Misled by the Wrong Evidence GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-16T00:30:50.914481Z

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Pith citing papers

No inbound Pith citation observations are available.