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Paper Citation Record · LEDGER

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models

As of 9 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2606.07623.

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

pith.paper-citation-record.v1
2606.07623 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T19:07:54.236182Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

34 of 34 outbound references displayed

  • verified exact6
  • verified fuzzy0
  • unresolved26
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65ce14ac-d036-4d73-8385-fc4631ae6498 · outbound

This paper cites an unresolved cited work.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Unresolved cited work

Reference 1

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:8f790c41d77c10f52f326c543f8e66feda7b33eb7025c2ccc45b482589fa32ed

Observation 4570311e-c8f0-45aa-89f6-5027d53859b7 · outbound

This paper cites Alchourrón, Peter Gärdenfors, and David Makinson.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Alchourrón, Peter Gärdenfors, and David Makinson

Reference 2

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:f57596babef275c2a8bc3bea611a40abf7d1bd10ecb59aee9f4ebdcc516d7ce8

Observation aafe8a90-bed3-48a2-94b6-eeaffa8cf47b · outbound

This paper cites Transformers learn to implement preconditioned gradient descent for in-context learning.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Transformers learn to implement preconditioned gradient descent for in-context learning

Reference 3

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arxiv_id, observed 2026-06-28T19:12:34.786403Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation a5f8b913-cc31-4204-8937-84e190ad5846 · outbound

This paper cites What learning algorithm is in-context learning? Investigations with linear models.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models What learning algorithm is in-context learning? Investigations with linear models

Reference 4

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:40faf9b49d28174a874776b6d10914be5c636f006ed379194e277af1d6effd3b

Observation 5d08b13e-b951-4c28-bbec-70a73e7a8263 · outbound

This paper cites Brown et al.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Brown et al

Reference 5

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:5d220bfe9bcb5731130874671941bbbd99a544cae1a115a40874da458db966c6

Observation c609aa1d-dc3e-41c5-a57b-72ceb7c3f273 · outbound

This paper cites PaLM: Scaling Language Modeling with Pathways.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models PaLM: Scaling Language Modeling with Pathways

Reference 6

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local_arxiv, observed 2026-06-28T19:12:34.790686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:8b1768133d83c451e38ee01fc6c0d86690d3ec1eee803fbb5dc64f37d7c7d190

Observation 46fc1e0c-f173-4d9c-b4f9-5892f05af58d · outbound

This paper cites Frank and Noah D.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Frank and Noah D

Reference 7

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:72d7d3d975b4bc89ac17ba646fe60b099a15f2197fcdb9d7727a3fe797840f71

Observation b1dade93-9bd1-4cd4-a35b-ae5f8ee82847 · outbound

This paper cites What can transformers learn in-context? A case study of simple function classes.Advances in Neural Information Processing Systems, 35:30583–30598, 2022.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models What can transformers learn in-context? A case study of simple function classes.Advances in Neural Information Processing Systems, 35:30583–30598, 2022

Reference 8

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:436a274067d24b6e1086235f7ca07d557f74289fbf57a2575f5d05b47fe365df

Observation df00c8c3-86ff-4ff1-bd95-9c9d155ee9d7 · outbound

This paper cites Goodman and Andreas Stuhlmüller.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Goodman and Andreas Stuhlmüller

Reference 9

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:8f7a560c6bcc0a280b6cc45cbccccab01f240f5c4dab3b28f518086d78871165

Observation 78bf8073-26ec-4d0c-a28f-5fba5a69b7ce · outbound

This paper cites Paul Grice.Studies in the Way of Words.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Paul Grice.Studies in the Way of Words

Reference 10

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:9ae7e90ee1b0780d9cada374292a34a718edce07ada321c35724ddd11178250b

Observation 01341404-9358-45f9-bed6-611f1cc674b2 · outbound

This paper cites PhD thesis, University of Massachusetts Amherst, 1982.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models PhD thesis, University of Massachusetts Amherst, 1982

Reference 11

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:37587d862b9cd34e22ac30fc9f32158ac5ac844f0847f2dd140b3ffa2473be14

Observation 26249f53-2717-49f4-838c-655feabee8b1 · outbound

This paper cites Cambridge University Press, 1993.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Cambridge University Press, 1993

Reference 12

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:dc99b077dda1dedbb0f999ea950bd48e77a063a516744ee98d342741b3d429ce

Observation a923a33f-5578-47f1-9355-7d8964d09d52 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Training Compute-Optimal Large Language Models

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:35a9fc05b3901d2329861e1b5629fdbbd2076c70215bc76a0eba336d5fb4fa77

Observation 163f0d21-921a-427c-88a9-d54342c87def · outbound

This paper cites Scaling Laws for Neural Language Models.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Scaling Laws for Neural Language Models

Reference 14

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local_arxiv, observed 2026-06-28T19:12:34.792737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:a0d4769bef3b0d46ff58e3831fbe2c675d06c35ef18a8602d414693ea2329394

Observation 360b9d48-aed5-4989-85cf-337c562bf894 · outbound

This paper cites Nonmonotonic reasoning, preferen- tial models and cumulative logics.Artificial Intelligence, 44(1–2):167–207, 1990.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Nonmonotonic reasoning, preferen- tial models and cumulative logics.Artificial Intelligence, 44(1–2):167–207, 1990

Reference 15

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:9c04de92cbdc4938b9cd4296ad4c781e3e92b905928d754e59634a848c66835e

Observation 88089b37-79a9-4aca-a558-a34e1b686f1f · outbound

This paper cites Scorekeeping in a language game.Journal of Philosophical Logic, 8(1):339–359, 1979.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Scorekeeping in a language game.Journal of Philosophical Logic, 8(1):339–359, 1979

Reference 16

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:e9d68de0a5333fe1a99b3a8a3a30b0692471688a7b4d8800c0603d4153185de4

Observation 02484b1a-ec12-4042-950c-5401abbedff5 · outbound

This paper cites Springer, 2002.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Springer, 2002

Reference 17

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:dfdd6bc2006b986bf134849407c67569a25150b0594db3fbef0fe11f84b3d4bb

Observation 9d52717c-caa1-455c-8f70-317cc34e0c97 · outbound

This paper cites The proper treatment of quantification in ordinary English.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models The proper treatment of quantification in ordinary English

Reference 18

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:13a0b9b8d47c53af42caf3a77f16d3989d2bf1cd7ead09069483939a371897ee

Observation 9f4f5b6c-b17a-4a10-852e-08169a618338 · outbound

This paper cites In-context Learning and Induction Heads.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models In-context Learning and Induction Heads

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 56b158fb-780f-4677-b3d1-69078ba32aa0 · outbound

This paper cites GPT-4 Technical Report.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models GPT-4 Technical Report

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:ba6b5c401ac2b7bcf02dc2f0b4643880ab83e09e843476c53ad8e7cd1202128a

Observation 62bd8abd-2585-4b58-b2cb-9c9b9874c9f6 · outbound

This paper cites Introducing GPT-4.1 in the API.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Introducing GPT-4.1 in the API

Reference 21

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:b0b28edb27dd3ab21086f7cdd3ed9776eba8f5848f00ad2be5c3e70c12b04b60

Observation a14e2410-9680-44b2-81e8-71ad8df36575 · outbound

This paper cites Introducing GPT-5 for developers.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Introducing GPT-5 for developers

Reference 22

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:bdd51f11ffa17b35f45caf94ca47da3f42101d49dd96d53ccc5c89684d05bb9e

Observation 93925c7c-d0b2-4ffa-8329-aa7a76774c50 · outbound

This paper cites Introducing GPT-5.5.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Introducing GPT-5.5

Reference 23

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:9f320aa99aebcef7d054240956dec80e36fd2a609db619bb91113d4a8ce301e0

Observation c1d6baff-2dd0-40d9-84a7-b74020029c26 · outbound

This paper cites A logic for default reasoning.Artificial Intelligence, 13(1–2):81–132, 1980.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models A logic for default reasoning.Artificial Intelligence, 13(1–2):81–132, 1980

Reference 24

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:d58e0c5c957e2558a2148b4eb97d45790422f65696f075f3806ec1291794e16a

Observation 786bbc7e-87b0-437d-96d1-2eca2327343b · outbound

This paper cites Are Emergent Abilities of Large Language Models a Mirage?.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Are Emergent Abilities of Large Language Models a Mirage?

Reference 25

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arxiv_id, observed 2026-06-28T19:12:34.783120Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:ab34898ad9e1b4f02d95b88f3918d4632f664ba8f15b3e5e39fcd60b744712ca

Observation bedf5e78-3a2f-4a6a-8708-ea922516f32d · outbound

This paper cites Stalnaker.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Stalnaker

Reference 26

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:97974a4f13be3b9c0bccc7803cc424c248310469b163d0d3a0ff3cfd524d951b

Observation 99d9c37f-1c2f-4824-b922-a66497b167a9 · outbound

This paper cites Transformers learn in-context by gradient descent.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Transformers learn in-context by gradient descent

Reference 27

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arxiv_id, observed 2026-06-28T19:12:34.778045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:89d98189126f51d8435535cc5324b57180d5808973b632ad15f1f70c21f30df1

Observation 498515ba-3406-4f25-b5fd-e1f0f51d2395 · outbound

This paper cites Emergent abilities of large language models.Transactions on Machine Learning Research, 2022.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Emergent abilities of large language models.Transactions on Machine Learning Research, 2022

Reference 28

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:7b7b7de7d29560b199cc187c812b12e51726df79d462883d213e321b9b4596b8

Observation c16ffb09-2b87-4d6b-b4bb-fb79e5749700 · outbound

This paper cites An explanation of in-context learning as implicit Bayesian inference.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models An explanation of in-context learning as implicit Bayesian inference

Reference 29

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:a3ea29d6f7c82fb8c4a516be8645f3595cd066b4474bc3f529d294822b0b2ccc

Observation 98b40e85-248a-426d-846b-75a10410029b · outbound

This paper cites Goldman and Michael J.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Goldman and Michael J

Reference 30

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:7d095579b7c4aff91cc9a30b2a6e54e6e0f47cd8ab7ea1d054eb7e1371dc1d0c

Observation 0192a40a-33bd-4042-8af6-b6a5aa454000 · outbound

This paper cites Jerome Keisler.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Jerome Keisler

Reference 31

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:6f9a5f309d959d7349667bf8527879ded3cf8b5d5f512e76c8a6c324a0811290

Observation 03fd81c1-86f7-4031-9c7b-ef3d0667a1c3 · outbound

This paper cites Learning quickly when irrelevant attributes abound: A new linear-threshold algorithm.Machine Learning, 2:285–318, 1988.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Learning quickly when irrelevant attributes abound: A new linear-threshold algorithm.Machine Learning, 2:285–318, 1988

Reference 32

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:fc9d932c0a0c4c2628079e752c2466504550132914bd531c99f29ebd5a75c9ee

Observation c9de1e86-65fb-45dc-940a-1fb7e2710198 · outbound

This paper cites Fantastically ordered prompts and where to find them: Overcoming few-shot prompt order sensitivity.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Fantastically ordered prompts and where to find them: Overcoming few-shot prompt order sensitivity

Reference 33

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:6519aad834da2b2cdbe575587f29092adb3b9a265c518873c33a57ca92e7f306

Observation a40d1639-6d10-4edf-a5c5-58edb435592b · outbound

This paper cites Cambridge University Press, 2015.

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models Cambridge University Press, 2015

Reference 34

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source=pdf_text observed=2026-06-28T19:07:54.236182Z digest=sha256:53a0ed01ee54dde98971092f54ffd4f8040d6117d3bcc2b65fb6351b21c6c618

Pith citing papers

No inbound Pith citation observations are available.