Pith. sign in

Paper Citation Record · LEDGER

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis

As of 12 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2412.01221.

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

pith.paper-citation-record.v1
2412.01221 v2

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:42:00.387884Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

27 of 27 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a2152d6d-448b-4da9-b59a-92ea5d441a33 · outbound

This paper cites an unresolved cited work.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:42:00.891377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:42:00.246892Z digest=sha256:0e0df563eb0c561f2ad2827800e81c3db9cde592596a52aedb75216c416074af

Observation 7c0daec4-a41a-44e9-ba1e-b1df587fecbf · outbound

This paper cites an unresolved cited work.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:42:00.875443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:42:00.252887Z digest=sha256:2d91f08a2f55194796a3e0f195ad7579beedca300801547f8a2b1fcb4495bdfa

Observation 2c5dfc3b-fdbf-46c7-876e-bfb3b3225aa8 · outbound

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

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Language Models (Mostly) Know What They Know

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.258080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.258080Z digest=sha256:f417bd4026a1a58e33cde49177a9551b52880789cdf3e83d24734a1fae290904

Observation 384ac0b2-be77-45bb-950f-b44d0fad461b · outbound

This paper cites an unresolved cited work.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:42:00.858137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:42:00.263677Z digest=sha256:026ebd31588f5870f50c7d3088f209969d5c9c37e725893873c1b6d9a978d4d6

Observation e49972e0-13b7-4060-be23-0ce498ec68cf · outbound

This paper cites an unresolved cited work.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:42:00.839318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:42:00.268413Z digest=sha256:1ff007ee04d8925e1926c72dc0eaced47d0ecd01994d25085f22af8201bc92e0

Observation 16af6bc0-1a86-48d6-ace4-f230dcc24cbd · outbound

This paper cites Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.273616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.273616Z digest=sha256:bffc82c51eee7988e097df9daf46540f81dd7239bda7372f417b68782dcb9240

Observation 2b5aa8f4-57cc-463f-90ed-6099f4daa59c · outbound

This paper cites Just rephrase it! Uncertainty estimation in closed-source language models via multiple rephrased queries.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Just rephrase it! Uncertainty estimation in closed-source language models via multiple rephrased queries

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.279342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.279342Z digest=sha256:d23b4cac1a7322c40b7eabd5cec54583f1a3af516708a3d5c5786b6a2da0bac7

Observation 8baf70f1-f78d-40a4-a7c6-760932c1d084 · outbound

This paper cites Large Language Model Confidence Estimation via Black-Box Access.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Large Language Model Confidence Estimation via Black-Box Access

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.284462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.284462Z digest=sha256:70588decab1f3799b742bc9c2584c14dea2a54ad0f5713fe227e8575f5845a7b

Observation 961d89f5-0a36-4537-addf-11956f731cd6 · outbound

This paper cites Tect onophysics 526, 207– 216 (2012).

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Tect onophysics 526, 207– 216 (2012)

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:42:00.822766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:42:00.289441Z digest=sha256:016c3e16cd776cdf4cdb4d6f5abdfd56255a6dcbf8f03cf3f695d8645be4595b

Observation c7179a38-dddd-42d1-914c-78bbd8ef0280 · outbound

This paper cites an unresolved cited work.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:42:00.805578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:42:00.294090Z digest=sha256:2f467abe80aae67382ef92580661094f4922d2bb7d90213122872ed36c76f291

Observation 7d7dc888-6e64-4716-958a-bbb053aac686 · outbound

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

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.299043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.299043Z digest=sha256:c058e646b38bdad5de548db4a14f7ab9375dea5889d9460d93a574f9b74c011e

Observation ce177425-4749-4374-8ba2-733dffc1368e · outbound

This paper cites Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.304120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.304120Z digest=sha256:df43dbb39877c346dd28b4c96e44f4b1db1463f77c25b1e3f55d12f5d263d04c

Observation 43e89832-fd82-4e89-aeba-0168d48dc018 · outbound

This paper cites Semantic Density: Uncertainty Quantification for Large Language Models through Confidence Measurement in Semantic Space.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Semantic Density: Uncertainty Quantification for Large Language Models through Confidence Measurement in Semantic Space

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.311051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.311051Z digest=sha256:2aef63e67f1fad66e394441eddb35076b7bd1bce0e5e87d9428cb31bb3fae69a

Observation 2622712f-2b98-4fdc-86e8-dd23b0caa542 · outbound

This paper cites Approximating Human-Like Few-shot Learning with GPT-based Compression.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Approximating Human-Like Few-shot Learning with GPT-based Compression

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.316430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.316430Z digest=sha256:dc0d8196892135df08f332d2dba522fdacd881a04b9fb4b97691708a49c277a8

Observation 588034b2-b38c-4698-a44b-c5c678baa953 · outbound

This paper cites Distinguishing the Knowable from the Unknowable with Language Models.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Distinguishing the Knowable from the Unknowable with Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.327652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.327652Z digest=sha256:202daf463c829dcf15415108a9439c365a2b12c73ec05bdfa14de9ffb191c131

Observation 58f22fc2-86fc-42d9-872c-7a0b5ddd0f7c · outbound

This paper cites Cycles of Thought: Measuring LLM Confidence through Stable Explanations.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Cycles of Thought: Measuring LLM Confidence through Stable Explanations

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.333560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.333560Z digest=sha256:7e85e3739888e62b5d42a28caae30522d2a3358664d4c1410ee5e51cbf6316e5

Observation 4e9e391b-3680-413b-9125-2decd00ba2dc · outbound

This paper cites an unresolved cited work.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:42:00.789075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:42:00.338834Z digest=sha256:ef91b6df3d19bc056661cd2fe4e5fd3ca7491256d8873593d5d99410e257d4ed

Observation 13792e9b-7ff1-48bd-8fda-5494bbdf0526 · outbound

This paper cites Are Large Language Models More Honest in Their Probabilistic or Verbalized Confidence?.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Are Large Language Models More Honest in Their Probabilistic or Verbalized Confidence?

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.343211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.343211Z digest=sha256:3e5d24cd949601dba43f261c6ce2da64a6342323500a17448e4c14677de875ea

Observation fd5ea75e-7b71-4424-8d5c-bdc180a5e7f3 · outbound

This paper cites Reconfidencing LLMs from the Grouping Loss Perspective.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Reconfidencing LLMs from the Grouping Loss Perspective

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.348084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.348084Z digest=sha256:cf05806daeff8d3b0e1e90ee4fa2dc37b5131a09ae74b7fac9fc762ff5f74cb6

Observation 783525d5-ec03-4939-8e64-3d6093d25547 · outbound

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

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis INSIDE: LLMs' Internal States Retain the Power of Hallucination Detection

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.353381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.353381Z digest=sha256:a55ad35940da5f3b6a8ae26976b68b9ade6b36feb5e565a7afee86ad876a161e

Observation 6ba53f10-a9c4-4774-84c6-9784b588dc61 · outbound

This paper cites MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data Uncertainty.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data Uncertainty

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.358298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.358298Z digest=sha256:0ddf10a13ba3c42da4d46389d533a341a6f34292376c2e716cc301c977db87d9

Observation e7f36ecf-6b27-4b89-bc26-ede747f6df64 · outbound

This paper cites ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.363042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.363042Z digest=sha256:e7b5cd338520ffba4a078b5ed1f10bae72febaf9aa44126d92ca6d26db78eb40

Observation 69de59dc-4ea0-4895-86e9-b3328902f482 · outbound

This paper cites Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.368670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.368670Z digest=sha256:1c18be10d6475405f5ebf5ee4927d4f9599daf245bbda83e156ffc52c30c445d

Observation e4ebd84a-f299-415c-88bc-92f87a05cb43 · outbound

This paper cites To Believe or Not to Believe Your LLM.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis To Believe or Not to Believe Your LLM

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.373584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.373584Z digest=sha256:780171a2610e8a754accd2f333eaa992d1924152cb6bf376aa7df3c49544c526

Observation 67e30239-fe75-4f43-8ef6-4157fb396cab · outbound

This paper cites an unresolved cited work.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:42:00.772403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:42:00.378736Z digest=sha256:5c402124427223c53fe9f57d3ab6204f7d85b8184603a4ef8f56cf0ef3570195

Observation 967be637-8b3b-406e-9bc6-4ade3c59988c · outbound

This paper cites GPT-4 Technical Report.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis GPT-4 Technical Report

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-12T04:42:00.383301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:42:00.383301Z digest=sha256:51610ed17213894f2e74e819015db6c4bf09503bc9aeb205bfd9803ac26b0e9b

Observation b9ddc602-dc9c-4752-8dbf-3b4f125a5b26 · outbound

This paper cites Quantum Data Compression and Quantum Cross Entropy.

Assessing GPT Model Uncertainty in Mathematical OCR Tasks via Entropy Analysis Quantum Data Compression and Quantum Cross Entropy

Reference 27

Resolution
metadata mismatch
local_arxiv, observed 2026-08-12T04:42:00.437961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:42:00.387884Z digest=sha256:d98e2b2d3fe11cb65435bc83294c38658f9d6a0dec879c27177f8f6652ed08a0

Pith citing papers

No inbound Pith citation observations are available.