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Paper Citation Record · LEDGER

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration

As of 23 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2601.21410.

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

pith.paper-citation-record.v1
2601.21410 v3

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T10:13:29.675147Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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 exact3
  • verified fuzzy6
  • unresolved16
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 84806743-3af0-43ab-afb5-7b3bc8a8a099 · outbound

This paper cites Challenging the empirical mean and empirical variance: A deviation study.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Challenging the empirical mean and empirical variance: A deviation study

Reference 1

Resolution
verified exact
doi, observed 2026-05-16T10:17:43.671277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:0cdee981032449a8b845a5027e3d2b2e82ae2dcf153329425105a878fcf8f6df

Observation 2f8180a2-ec5b-4ac3-9314-b7380e6f69df · outbound

This paper cites month = oct, year =.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration month = oct, year =

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T10:17:43.676549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:cbf5a98f8d71a6cb8e2647d964cf7362f61701cd9852dd1d6fc193543c40c719

Observation a05574f8-8879-4cb6-80e8-9e45e01441eb · outbound

This paper cites ISBN 9781510860964.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration ISBN 9781510860964

Reference 3

Resolution
verified exact
doi, observed 2026-05-16T10:17:43.679626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:a5a85d95320e9f07b8597f87ec47cd265d716a5de06af8a96331c8b444898a9b

Observation 5f5e73dd-9a3b-4c94-aa6c-fbafb3179be7 · outbound

This paper cites Accessed: 2026-01-22.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Accessed: 2026-01-22

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T10:22:45.353112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:23c49ea27c953de421ce1ecc2c71acebc7706b33102c671a9a06ca07672ab057

Observation 5a19ba33-7a48-4f64-8c42-c0fb05739d5c · outbound

This paper cites ℓ LX l=1 πl ˆfl(X), Y !# − KX k=1 nk n E.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration ℓ LX l=1 πl ˆfl(X), Y !# − KX k=1 nk n E

Reference 5

Resolution
verified exact
doi, observed 2026-05-16T10:17:43.668448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:bb08c59309fb561fbb6915202bb1769c5845cecc0cdb498c6859e90781c331f1

Observation a13606cd-61b9-4638-bc4d-0b980b6d9c7a · outbound

This paper cites E(X,Y).

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration E(X,Y)

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T10:22:45.350788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:663750c56325191fd2e075ead172f07e1e9fccedcc3d5cab4649d96a7479b276

Observation 7215c3e1-e264-498b-a92d-aee3a6728be4 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.355626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:1c12d15dd32b0f77bd91b3b7868ba81856ebd49a105126a113dac8ebe832f4df

Observation 16fb2990-7ee0-4fc7-a98a-19a8a29c719e · outbound

This paper cites If validation fails, we proceed to the next extracted JSON.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration If validation fails, we proceed to the next extracted JSON

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T10:22:45.337843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:ab92ca66c5791c6f41bf614bc4c7444f4f6492d50d7950c598c1eb68cb854940

Observation 1a92ff1c-1815-44fd-b96b-82385d2a8892 · outbound

This paper cites power of 1/importance.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration power of 1/importance

Reference 9

Resolution
malformed identifier
raw_fallback, observed 2026-05-16T10:22:45.342918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:b9132ee3a72c9a1a399c4e8d2a6635eba435c1084562cdc6aea6eadc6561eff6

Observation 039ce8db-ba05-47cd-b0b6-9437a20738a8 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.362755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:ed5bc01bf12ff9f7c8ec4ea5f11ecdcfdd3d7bbbc67d9c64c50291d775bd9361

Observation 3a8fb41f-9e80-40b9-88f2-5c7eb49eca36 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.332604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:6ac76f6953caf686f8757706094e631e7404576f59ff4fdb257059488e7cc1b2

Observation 7bdee0a8-4299-4198-a084-143f51a31227 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.347919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:9345d2edb2ab6b0b19ecadb03e9c35b89b0df7bbe47ddd086f3eb2977b8deb3a

Observation 6c7584c8-a1ed-4563-bcdd-c5fdc3273909 · outbound

This paper cites scores": {.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration scores": {

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T10:22:45.360525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:5559ed09e5a363b8fd2a08c81a832dd15bc4980c3da7b433ff6eee5e00f8b745

Observation ee4cd88c-37dd-4553-8544-b123f87cf7ba · outbound

This paper cites DO NOT perform any train/test splits.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration DO NOT perform any train/test splits

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T10:22:45.330365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:ad5019f40c3ea231328690a3b9bccd3f2e8f67efa724c7babff2055faa55d135

Observation 52bd69d3-31a9-4fa5-9464-9c86ca03ff2f · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.334991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:b4a0e3eabc6b070757018f2d771b5ff359d2497fd812159725c6abbc928f3c60

Observation 73f124d6-ef74-4741-9f91-75e9b1818e4b · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.340447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:2a9f7aeaf4e919dc0b8c757d76198f031a6f81a7f47ffe49b98d013593023c21

Observation 620ec408-0de3-4331-ac85-aa683d6fcccc · outbound

This paper cites and a ’target’ column.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration and a ’target’ column

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T10:22:45.312718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:03fda7c081d3cebd6e72723c3d5d74c30b22c70516fb89b614970e825bc5524f

Observation 1c5af96d-4e17-41a6-a185-4d74611bf013 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.321631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:aa85bdcd948cce48c7c56f9d240a5ccea1b77fb44690075f166d185425465fd4

Observation 806f02aa-c349-4ad0-b7c0-44b9410976fc · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.327787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:195cb4da3e8940699765d46e2c81eab76532758331500df4c798a764181728cb

Observation 4d1618c6-4191-4a30-933f-5e75912a81b3 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.310394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:16c0bd7bbf31d8bdcb63e600c4fdd8a6fb557e51c774bb438a991b2cb89ca439

Observation 15ca88f0-bdc4-4e0f-b14a-932aaa4122d3 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.317131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:62efa0a96363933b56cb7d824958539644d7e36f252dbe9c5bb145682c6960d2

Observation b5f96b00-72d3-47fe-b0fd-3717ba22e572 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.319344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:01b88ec1290b66826b4094d7e76369b900dc3d3a57dfbeb87b5fc9041403ab65

Observation 83566aed-418d-4629-a22a-c2999fe2e7ed · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.324404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:2ad9801e0ae34664ff5fcdf44cd93174875c7afa4d29fc11efbd43947e21f22d

Observation 0852f48b-c509-443d-a9fb-d782189a81d8 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.357870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:7dbb4d5e8a4a6f0eae36e0e6493661a9080504e21a6a63b57eae769962caf4b4

Observation c33e6ff2-8911-4ff1-bbc1-852455a9a990 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.314850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:d6c3a050eb3507c3eea253fdfdea68f9aae07b562cb29ac5551e9c65e88a19b9

Observation a890daac-d69a-4e78-919b-20986b913fc1 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.365980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:f8917f868cd6da5876395c6293b8e8ecfd958c4f51d8cdbdb801e2548ca1da47

Observation c17dd119-1f3f-41ac-bca9-98775f075070 · outbound

This paper cites an unresolved cited work.

Learning When to Trust LLM Priors: A Validated Framework for Semantic Prior Integration Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-16T10:22:45.345455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T10:13:29.675147Z digest=sha256:96948838535e16f8a4b44fbecb19d8252884a8e0571117a38f06962d23b9cbb2

Pith citing papers

No inbound Pith citation observations are available.