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Paper Citation Record · LEDGER

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval

As of 22 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2607.05582.

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

pith.paper-citation-record.v1
2607.05582 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T05:29:29.373386Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

30 of 30 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved29
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f545f59c-998e-48ee-85ff-91da6086d97b · outbound

This paper cites an unresolved cited work.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Unresolved cited work

Reference 1

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:7ada842695477b9210348c40c31596dbda621b87f6a07505ad9f06bbb19bd068

Observation 7cd4ac71-48ca-42d4-ac9f-4ff9c15e9842 · outbound

This paper cites Endicott, Vagueness in Law, Oxford University Press, 2000.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Endicott, Vagueness in Law, Oxford University Press, 2000

Reference 2

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source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:a8aa6429236d2064ed949ff256b72ee4ce7852befdcda57b70db3cda95303292

Observation 7cbabbe1-d6ac-4d82-89df-9d16b58f53c0 · outbound

This paper cites Endicott, Law and Language the stanford encyclopedia of philosophy, http://plato.stanford.edu/,.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Endicott, Law and Language the stanford encyclopedia of philosophy, http://plato.stanford.edu/,

Reference 3

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source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:30d2540fceaa6ae81c8d48e7b6f258bcee8dbc268fd6accadf80daf0db2a38b9

Observation 9134c5c8-274f-4360-8090-679823738e24 · outbound

This paper cites an unresolved cited work.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Unresolved cited work

Reference 4

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parse uncertain
no resolver link, observed 2026-07-11T05:29:29.373386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:c43ca5a598ff09142f231fc48d3166dabe4d8653dc610e990d240d11675798c5

Observation 3498e69b-60e3-4e1b-9aad-155e87fa30a5 · outbound

This paper cites Daci, Legal principles, legal values and legal norms: are they the same or different?, Academicus International Scientific Journal 02 (2010) 109–115.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Daci, Legal principles, legal values and legal norms: are they the same or different?, Academicus International Scientific Journal 02 (2010) 109–115

Reference 5

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:5ab82244dbc9600a2046a1b105efdcb279cbf018da815c1e16c2ab190a231638

Observation 5e7d39e5-664b-4ad3-9b36-537c3265461a · outbound

This paper cites an unresolved cited work.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Unresolved cited work

Reference 6

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no resolver link, observed 2026-07-11T05:29:29.373386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:6b59b2bb0ec1586dd9bb76546317c314b6c10942c312ab80aeb3be1c78e91141

Observation b921ff85-d32f-46f1-bf91-ae806b6eb9d0 · outbound

This paper cites Šavelka, K.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Šavelka, K

Reference 7

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source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:ba79980933e085648ed081e08457d7c353f56f79778000bba6f375756881a62a

Observation 537e5661-6d29-4c98-97ac-2096550fa935 · outbound

This paper cites an unresolved cited work.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Unresolved cited work

Reference 8

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no resolver link, observed 2026-07-11T05:29:29.373386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:e8779fda88fa7f0239a21f82c5f21c4c37b717ff7d76dcbfbddc05c910da21a6

Observation 15f9d052-804a-42ec-aae9-f095c826e272 · outbound

This paper cites Savelka, H.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Savelka, H

Reference 9

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source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:cf52e3c6b8dc48dc85287a012940a6be65dd600bfd8f1caaebde9776cacb13f7

Observation 1003dc9b-22a6-434e-b02f-2df6315cbbc3 · outbound

This paper cites Savelka, Discovering sentences for argumentation about the meaning of statutory terms, Ph.D.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Savelka, Discovering sentences for argumentation about the meaning of statutory terms, Ph.D

Reference 10

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source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:a91b0c6c10b45e8e70dd0e55bd548e8ec3019bfc719ed59fb869a853f3858653

Observation 24bf2e3a-e5ac-4c45-95f3-f879c61fe6e1 · outbound

This paper cites Šavelka, K.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Šavelka, K

Reference 11

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no resolver link, observed 2026-07-11T05:29:29.373386Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:d71ae5cdb9cee4f339b0b5cab0ee748da77359376067155cb18d40dc1f0abbe3

Observation 649c61a2-4e8e-407a-9b46-8814da8cba49 · outbound

This paper cites Šavelka, K.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Šavelka, K

Reference 12

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no resolver link, observed 2026-07-11T05:29:29.373386Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:e97acab211d0d4749cfba12fa58399cc64446d7525bdb2aa972e2dcd6d94f767

Observation 080cb56b-f594-44b3-9b39-5c2621ee2eb8 · outbound

This paper cites Savelka, K.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Savelka, K

Reference 13

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no resolver link, observed 2026-07-11T05:29:29.373386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:12483e3ef0fe21da867e9b332a13d87596356772f51ef652bd5a43cca25e6e03

Observation 3418badc-ca84-4d7a-ae55-67b60514f40a · outbound

This paper cites Libal, A.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Libal, A

Reference 14

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no resolver link, observed 2026-07-11T05:29:29.373386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:ba17748e0709dc689520320077e7ad50050d9776a7b4129f095b7e9cc18ccbd8

Observation 86e8a838-5495-4691-9f81-6e105d03dade · outbound

This paper cites Krippendorff, Computing krippendorff’s alpha-reliability, Computing 1 (2011) 25.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Krippendorff, Computing krippendorff’s alpha-reliability, Computing 1 (2011) 25

Reference 15

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no resolver link, observed 2026-07-11T05:29:29.373386Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:0767e794fae90e155956b75e725ce290e5d850f63982afa5990cf3cc74c88422

Observation 943bc544-2aff-4680-938b-6cab49196c74 · outbound

This paper cites Warner, A.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Warner, A

Reference 16

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no resolver link, observed 2026-07-11T05:29:29.373386Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:9d02ab867a55a9397e7a56a1fd957983b1c6ee3b28b281df3d0c071c9e37d0da

Observation 48663a90-5b5f-41c8-bbac-1acb18cd4723 · outbound

This paper cites Devlin, M.-W.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Devlin, M.-W

Reference 17

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no resolver link, observed 2026-07-11T05:29:29.373386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:af94d04654bab41d8fd35709d8aeca29f90ad4c8d83b49feddfd04ef49ac40f2

Observation 81f8122b-d331-4e76-aec2-13278d4c7847 · outbound

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

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 18

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:d0fc3cb31a88bbdf23d2298dfd91e00f56d906f9ef6958a87a5accf06525cfa8

Observation a4e43e44-a8f3-4349-aefc-f15acca3b978 · outbound

This paper cites an unresolved cited work.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Unresolved cited work

Reference 19

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no resolver link, observed 2026-07-11T05:29:29.373386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:fb197b1408bdb4af3d5b51a42547a05701b67bf59fbc38e5669d65b460ba1576

Observation be9150ff-68f1-4c06-8d63-949773583eb2 · outbound

This paper cites GPT-4o System Card.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval GPT-4o System Card

Reference 20

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source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:127f2be1ccf633c4f4b7f664a8cba2ed346df35b1095f54eb1bbf9e632d666f8

Observation feff0d70-332f-4673-8220-d872c899dcc2 · outbound

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

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval gpt-oss-120b & gpt-oss-20b Model Card

Reference 21

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source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:0a56808d32055529209d5200544fe7234393de8af40df59a6be477dd498ecc62

Observation 6a60aa2b-0546-42b2-a8dd-1f32d9c4b02c · outbound

This paper cites Addendum to the GPT-5 System Card.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Addendum to the GPT-5 System Card

Reference 22

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source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:d1baaf936205703aa1919298bc27ef984def49a3dfc82d8e9d5a94404dc356e2

Observation c96ad49e-bddb-4fd4-aceb-845564fa8966 · outbound

This paper cites an unresolved cited work.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Unresolved cited work

Reference 23

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:5f9ce771a6cc5ad722a665bb53609d737dc524036fc5300f34e9b027032f9af6

Observation 472817ed-14f5-4e09-b9de-18a86172a2dc · outbound

This paper cites The Llama 3 Herd of Models.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval The Llama 3 Herd of Models

Reference 24

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:2c5810de399ee1805d42dd17db7068a33c43fa7a8e3ac161c687d215367df011

Observation 37147490-ed86-4b13-ae49-338c65a8f312 · outbound

This paper cites an unresolved cited work.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Unresolved cited work

Reference 25

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no resolver link, observed 2026-07-11T05:29:29.373386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:ef759dae8a6ebd1caaadd6570bbd49db70d142ccffbbbea8b841202973e8eda5

Observation 3380d72c-0455-4774-a621-f21293e93a72 · outbound

This paper cites Qwen3 Technical Report.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Qwen3 Technical Report

Reference 26

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:0db99c98ccba7ed7588db1175929de98f8f8dc5a13c1008ccfaba1ae0286cafc

Observation 7f9a1819-821e-437c-96bf-bf93bd2678cd · outbound

This paper cites Decoupled Weight Decay Regularization.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Decoupled Weight Decay Regularization

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:4c153031052bca96d116f2aeb8d9d7f5f409f8d962c0ab9ac4321b0708b40d96

Observation d36d5856-75d4-449f-8f41-ce1abf444728 · outbound

This paper cites Pretrained Transformers for Text Ranking: BERT and Beyond.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Pretrained Transformers for Text Ranking: BERT and Beyond

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:6d40d554e4a18a83bcf5850c808db6e4091070a22a2f3d3e86f6d79d80b6d3c6

Observation ab59a470-eda9-415c-8679-4e36be35af3e · outbound

This paper cites an unresolved cited work.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Unresolved cited work

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:bfc3ba56bdecc2e06652fed5b1235ac4e98e6f7580cf09094dfa01c34539d82c

Observation 8622b11a-8a03-4f40-a432-dc61814957ff · outbound

This paper cites Deep Retrieval at CheckThat! 2025: Identifying Scientific Papers from Implicit Social Media Mentions via Hybrid Retrieval and Re-Ranking.

Prompting Beats Fine-Tuning: Generative Expected Value Scoring for Statutory Term Retrieval Deep Retrieval at CheckThat! 2025: Identifying Scientific Papers from Implicit Social Media Mentions via Hybrid Retrieval and Re-Ranking

Reference 30

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:29:29.373386Z digest=sha256:420fd3aec7cf97c889f2d7161eab17b3db7ec41f40c1f3f87a322acd360d6dbd

Pith citing papers

No inbound Pith citation observations are available.