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Paper Citation Record · LEDGER

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective

As of 8 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 9 inbound Pith citation observations for arXiv:2506.05754.

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

pith.paper-citation-record.v1
2506.05754 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:20:17.521296Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T12:54:09.448388Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

59 of 59 outbound references displayed

  • verified exact2
  • verified fuzzy14
  • unresolved41
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 89f18070-c4fc-4e96-a2fb-a7c0f45f4235 · outbound

This paper cites llvm-cov — emit coverage information.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective llvm-cov — emit coverage information

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:18.784697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 69f1b767-1562-4336-b50d-84318fc30bc4 · outbound

This paper cites Lahiri, and Sriram K.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Lahiri, and Sriram K

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:18.766431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.129282Z digest=sha256:fad4acd175b7833d44b0d214b77d890bab454d25100ee914474bd7c8c93ada0d

Observation 01035a6f-08df-4fed-b29d-4e702cd4b942 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.744541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation d2c9704a-7e11-40da-8d28-2bc98514af77 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.725785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.140406Z digest=sha256:eb2b5658f1e7114d20339add9a8a076f68edeb40c8b913177aea412ebff354ae

Observation 4d1cf6ab-4e6e-448f-801d-6d243282fbe6 · outbound

This paper cites Guided Open Vocabulary Image Captioning with Constrained Beam Search.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Guided Open Vocabulary Image Captioning with Constrained Beam Search

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:20:17.824310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.145257Z digest=sha256:9c578a990a0cf7d677e9ef87e228d839831060c54de88b823eb509a4304be7e8

Observation df6a4b3e-eb31-4ece-aa53-696281689c49 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.706571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.150437Z digest=sha256:c29382e6566ba5d15f511c1babd94f9de9fcfcaac947f6b611b03872889ab20c

Observation 7a75f976-d9cf-4f39-89dd-52ae63de0a34 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.684786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.156978Z digest=sha256:9a90fb60c4a51507542c1ff66372d247c577293eddba8a40d051e52066ba7b2a

Observation e4015507-a207-49e8-8827-536bada2fe0b · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.665381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.162260Z digest=sha256:f0687fcad0367758467a509748406a96a74811c7a2bcee3d70c71889866564cc

Observation 34dc126d-5065-4282-bbc4-67a7724fed8c · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Evaluating Large Language Models Trained on Code

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T10:20:17.167301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:20:17.167301Z digest=sha256:61f1ccaf3ca73f49c01eca5b02536d02f135ac5b019593ebf9e9271c41339248

Observation 9e59c063-d742-44de-8efa-38ad7aa26f31 · outbound

This paper cites CodePAD: Sequence-based Code Generation with Pushdown Automaton.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective CodePAD: Sequence-based Code Generation with Pushdown Automaton

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:20:17.767453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.172264Z digest=sha256:aebee0e92f12fdf2fe727da3198bfccda04f80e249b581c6352a8b2b252ca59c

Observation 569d49af-9cb8-4090-899b-058a2d828078 · outbound

This paper cites 2001.Sequential Monte Carlo Methods in Practice.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective 2001.Sequential Monte Carlo Methods in Practice

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:18.645410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.177748Z digest=sha256:4e3fd00bc01ecdbc96166533ce12d7f764ea74427b514eb37c8d2d1bad609dd1

Observation 7dad40ad-51ac-4c5d-976b-442bb69f8ee2 · outbound

This paper cites 2010.Probability: Theory and Examples, 4th Edition.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective 2010.Probability: Theory and Examples, 4th Edition

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:18.623857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation dd6cd757-4eae-4e8b-aab7-232b23d4164a · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.604924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 7b8a5e3d-9477-4a78-9482-484ba6ad846e · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.583385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.193750Z digest=sha256:b64d92b2dc119f81a465c325a8f23e77389ccf76acd00c4735e0082b199a296f

Observation aad179ea-77f3-41c0-a0f2-2e0f9d59ec33 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.563985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 65ceae55-adb4-4e60-984f-7ee6287b8ec7 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.540693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 92f01827-820a-427a-8bdb-199d759c50fb · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.512886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4614a30b-4b88-4d93-b8d6-df2230ff8903 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.492004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 25f19554-0db5-4540-988d-b516a03a1090 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.468881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 62631f4b-035f-4671-bbf6-a8bc64bc5820 · outbound

This paper cites Richard Hipp.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Richard Hipp

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f760b887-85a8-485d-b324-6eac1028138f · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.432457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4dcccd44-76bd-48b1-8bb7-8f9d303ae85c · outbound

This paper cites Lexically Constrained Decoding for Sequence Generation Using Grid Beam Search.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Lexically Constrained Decoding for Sequence Generation Using Grid Beam Search

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T10:20:17.236508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 816aa484-67e1-4637-8aef-50ed96e3bb3e · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.412327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation adc333f4-b1bd-4803-8fb3-11272bcd3d2d · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.395480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1c35b2e2-721d-4ad3-a41b-6fc0a68bbb91 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.376644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 7c456984-fb39-4fbc-9c4a-2242d16568a6 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.358923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 8b5b2b63-1eeb-48e9-9133-ff6cac5b436e · outbound

This paper cites Lew, Tan Zhi-Xuan, Gabriel Grand, and Vikash Mansinghka.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Lew, Tan Zhi-Xuan, Gabriel Grand, and Vikash Mansinghka

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:18.338599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation bc17771e-3d81-4bfa-a5f4-8ff6798c5d3f · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.315797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation f97dbdd9-533c-40db-9a60-1466e0c46541 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.296000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.302886Z digest=sha256:0283d9711eae716481ae40ea8e04f9a2b990dae07a7377e49ee44a1ca2bdf749

Observation 26c76ab0-c105-4b98-908e-1e2a016b1534 · outbound

This paper cites Smith, and Yejin Choi.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Smith, and Yejin Choi

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:18.276937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 652ed375-a129-4822-a169-b5d01199abb5 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.258110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.357925Z digest=sha256:70b918e647fc4db39b401d5f105c2115f00e57b9ab89d1f86357eba747d4108f

Observation 35fbda93-2cfc-49da-bbb2-33ece35bfee4 · outbound

This paper cites Constrained Decoding for Fill-in-the-Middle Code Language Models via Efficient Left and Right Quotienting of Context-Sensitive Grammars.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Constrained Decoding for Fill-in-the-Middle Code Language Models via Efficient Left and Right Quotienting of Context-Sensitive Grammars

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T10:20:17.363962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:20:17.363962Z digest=sha256:416c83dfd26bb83169c8b26d05cdd21a225fc679e92472d141a6179bd17be639

Observation 31eea71c-a157-4f82-bde4-e79150db7fe2 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.238043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.369232Z digest=sha256:8cb19935a6c6aa2d49c3d5c3544533146c3bfda16553bab0825798929c02712b

Observation 90e5ddff-19bf-4721-a7fb-41a796b74229 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.217506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.374866Z digest=sha256:75a4533b22f8b5a60c427f4eefbe21f9325a1f2d6bd1481a4f4c65c74dc045b2

Observation 364c7b83-c39c-4f5a-938e-fc1547323484 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.182623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.384668Z digest=sha256:04c7930a556ea6c6859038a99c3d27c6c23f9288810af8edfbf1ef5d34d90f40

Observation de5c6b18-7831-475a-a225-8168d8d81f53 · outbound

This paper cites Synchromesh: Reliable code generation from pre-trained language models.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Synchromesh: Reliable code generation from pre-trained language models

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T10:20:17.390108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4ac329dd-3c74-4113-a1ce-c1399521b755 · outbound

This paper cites Fast Lexically Constrained Decoding with Dynamic Beam Allocation for Neural Machine Translation.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Fast Lexically Constrained Decoding with Dynamic Beam Allocation for Neural Machine Translation

Reference 37

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no resolver link, observed 2026-08-07T10:20:17.395181Z

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source=pdf_text observed=2026-08-07T10:20:17.395181Z digest=sha256:51a605467844190bac34c7dd2bf8585675c63c93b2a5f6f979b6f02c9fc2f836

Observation cb783319-940f-4d5f-8237-b73181467b9b · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 38

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raw_fallback, observed 2026-08-07T10:20:18.163314Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.400280Z digest=sha256:3d4dbe5e9a158566a53a3485a2e2ac297d2e974f33d9b73200febb7023f52f55

Observation d77aebd3-fde6-491c-a439-2dfa65ae7fa7 · outbound

This paper cites Hopkins, and Michael Carbin.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Hopkins, and Michael Carbin

Reference 39

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raw_fallback, observed 2026-08-07T10:20:18.142832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.405113Z digest=sha256:5599e4566c5023b51a6f6ddf1c2a9a6f12c4e015a46ffc40f2465f5acd0560fe

Observation dc7ea9bc-d5b9-4df5-be69-1ceb50aa24da · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 40

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raw_fallback, observed 2026-08-07T10:20:18.125460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.409461Z digest=sha256:2a805d501caf5887665c2c8ae74d18996077ba3b5663213cefc06d5c4b6c1cb8

Observation c23cc480-02a2-45ab-af9a-317fc5a14f30 · outbound

This paper cites Constrained Language Models Yield Few-Shot Semantic Parsers.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Constrained Language Models Yield Few-Shot Semantic Parsers

Reference 41

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no resolver link, observed 2026-08-07T10:20:17.414122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:20:17.414122Z digest=sha256:b745ae5fe41df16a62c68a95fe9031441881073d0bc2e4b072d9d98d9a5f00d7

Observation 8070a590-0b10-4565-93ff-2f46020d66e8 · outbound

This paper cites Zero and Few-shot Semantic Parsing with Ambiguous Inputs.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Zero and Few-shot Semantic Parsing with Ambiguous Inputs

Reference 42

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no resolver link, observed 2026-08-07T10:20:17.419584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:20:17.419584Z digest=sha256:1431f6e5085b55b5046b1d6fa7961ff158b3bec387458e3b98450377b8b43287

Observation 79f9f165-b77a-4911-a1ab-bf80d607141e · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 43

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unresolved
raw_fallback, observed 2026-08-07T10:20:18.105306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.424961Z digest=sha256:f2418fc216a0b1cee081bcf8b8e168af23d2747a7c4e58986a7acba0cdf5576e

Observation 73c67fc9-c6af-45f1-9719-46750b5a4044 · outbound

This paper cites SynCode: LLM Generation with Grammar Augmentation.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective SynCode: LLM Generation with Grammar Augmentation

Reference 44

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no resolver link, observed 2026-08-07T10:20:17.429502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:20:17.429502Z digest=sha256:759b7a7b09d569395027241d5e0f6b8e0195d702bc7acf9daf6ff050db74ca7d

Observation c5cffd8e-aca9-4c6b-8181-3193cb20179d · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 45

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unresolved
raw_fallback, observed 2026-08-07T10:20:18.088654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.435532Z digest=sha256:634852f951a56aaa2a9feaf6f785f9bb3fc0f5d57913f152b4153af23d4860f0

Observation d960c7b8-b44e-4511-9186-c528629c8793 · outbound

This paper cites Saurous, and Yoon Kim.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Saurous, and Yoon Kim

Reference 46

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verified fuzzy
raw_fallback, observed 2026-08-07T10:20:18.072159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.441623Z digest=sha256:990cc8d05b7b9a6827be55d0ca65013215228869cb08a26bcdea44732be13540

Observation bf9f1a32-ca6c-443d-a146-455d59bc727e · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 47

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unresolved
raw_fallback, observed 2026-08-07T10:20:18.053817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.447165Z digest=sha256:a3bd74ca6ae0022c71d795149904f519de6154dfa4921e0ddf7bdba92c939e45

Observation 0021b41f-c669-4d7c-9426-41bfce56d326 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 48

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unresolved
raw_fallback, observed 2026-08-07T10:20:18.033648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.452129Z digest=sha256:e4d87a6a4825d3907ff51c2dd12721e778e7e0c0b2da0e8c3f411ca135a430bb

Observation 853b7996-2558-4209-a384-b8641ebb285a · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 49

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.456836Z digest=sha256:ef414adcddb9fdd1014f9edb745c48f58059f1a8449c2b1c82615bd8a363399e

Observation e7b5b909-adc1-48e2-b4c9-b4541cb2db3d · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:17.996054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.462341Z digest=sha256:ee59f3cb137d5a823893cf41fdb2b93d90f4c44cb3af333cde90c4b1180aa20f

Observation 878aa93a-1bc6-4dac-988f-7d146fc18b12 · outbound

This paper cites set test.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective set test

Reference 51

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malformed identifier
raw_fallback, observed 2026-08-07T10:20:17.957781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.477069Z digest=sha256:5e608c007c069f7bdc6e67a5019442169a65121eea7bd246b6fe5ce5e98183d4

Observation 65a6e3d6-09f0-424a-b8f5-ec898de575e4 · outbound

This paper cites InAdvances in Neural Information Processing Systems, volume 37, pages 115563–115587.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective InAdvances in Neural Information Processing Systems, volume 37, pages 115563–115587

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:17.977040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.471264Z digest=sha256:c55567228d749e1d785384073350ebc290af803217311ee06d55726d56fc1ac0

Observation dd21e044-50c5-4718-ad05-12e6df18e504 · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:17.941451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.490685Z digest=sha256:1a293929082438d917f9785dd90b3b90e3774327584ba8a6e56eb1b4817fde34

Observation 9201b5ac-20f6-4db1-92cd-2b8bcfa20dab · outbound

This paper cites 2Grammarinator is omitted for clarity; its curve lies far below all others and does not alter the ordering.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective 2Grammarinator is omitted for clarity; its curve lies far below all others and does not alter the ordering

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:17.919556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.496891Z digest=sha256:38044decd7f7c1086969c5ca0b85818d49ead04a45b65c5c1d6a4698ef74a607

Observation 3b8c1e10-3a41-4639-bb01-7eff278de137 · outbound

This paper cites This set is countable since the set of all sequences is countable.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective This set is countable since the set of all sequences is countable

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:17.898834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.503814Z digest=sha256:96de6b54273e802a12ba157037ec20476a7d0fdf00175842faf01c26cdddedd7

Observation dfdbe97d-4bf5-4094-b448-78e554c76bc7 · outbound

This paper cites We start by showing that q(y|x)>0 for all x, y∈S.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective We start by showing that q(y|x)>0 for all x, y∈S

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:17.879958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.509601Z digest=sha256:dfa79171cc47ebd4fdd6e570c748365b6c550cf693bd04f1c32e3ac6318fe548

Observation f37c81bc-22fc-4fab-824b-630389fc66aa · outbound

This paper cites an unresolved cited work.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:17.858521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.515233Z digest=sha256:79b81660e394c78027c8e60e5af750bac77ca186aff6542fdaeb7d7ecfe8768d

Observation 1ee587a6-96c4-4cdf-8277-cc3a42ccb22b · outbound

This paper cites Hence, all prerequisites of Thm.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective Hence, all prerequisites of Thm

Reference 59

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.521296Z digest=sha256:308e262937b259631497c3d6e3a3ca65aafbe8b4a5aa8c044a5966b9b6cc3bfa

Observation daeb0237-5b2f-44a7-82c9-0533ecb326bf · outbound

This paper cites InThe Thirty-eighth Annual Conference on Neural Informa- tion Processing Systems.

Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective InThe Thirty-eighth Annual Conference on Neural Informa- tion Processing Systems

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:20:18.200017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:20:17.379859Z digest=sha256:e619463b41bd1682b40adf84b5b57b1277769d89e2c9ca473c86436fe73b1170

Pith citing papers

Observation 773717c7-c22a-4376-9f2b-1a84cef08af3 · inbound

Constrained Adaptive Rejection Sampling cites this paper.

Constrained Adaptive Rejection Sampling Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective

Reference 15

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unresolved
no resolver link, observed 2026-08-04T12:54:09.448388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T12:54:09.448388Z digest=sha256:5fbfbfd6da51cbb18988c733e404a0a0030eae491e92710ffcf4cb3d99051e5f

Observation 6214b184-de0f-4fa8-9738-d70f96f2c3c7 · inbound

TreeCoder: Systematic Exploration and Optimisation of Decoding and Constraints for LLM Code Generation cites this paper.

TreeCoder: Systematic Exploration and Optimisation of Decoding and Constraints for LLM Code Generation Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-17T04:21:30.819846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T04:19:18.805697Z digest=sha256:3a294b3ceb18fd5be0d4c4c646c5f879fdba49eb067ff2a2e8592a5a15074a7a

Observation 7d25c9c7-1de2-4d7a-ae20-3794df89dc13 · inbound

Continuous Diffusion Models Can Obey Formal Syntax cites this paper.

Continuous Diffusion Models Can Obey Formal Syntax Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective

Reference 2025

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unresolved
no resolver link, observed 2026-08-02T23:53:40.004059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:53:40.004059Z digest=sha256:0b5b9c70c5d50a24f6b08eb3326bd9f7375a81390a824f3b00bcf4492a1a2f8c

Observation 2b5133f5-ac2b-4b17-b1e2-3d382f9d8af1 · inbound

The Format Tax cites this paper.

The Format Tax Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective

Reference 6

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unresolved
no resolver link, observed 2026-07-13T12:48:03.396039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T12:48:03.396039Z digest=sha256:2a7a99bb84c49784521efc52fd2656bc4450625ec22a729c726288b4c1411342

Observation f816eeba-dc95-4e12-a981-e0d786832cff · inbound

Length Value Model: Scalable Value Pretraining for Token-Level Length Modeling cites this paper.

Length Value Model: Scalable Value Pretraining for Token-Level Length Modeling Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T09:31:26.126073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-07T10:42:27.644514Z digest=sha256:15053ed1b4c5ddf42f86719bf61be5336fd3ac90591af673a1b9638c727c72b8

Observation f0ecdf1f-654e-42bb-a6d9-ef965c006894 · inbound

Length Value Model: Scalable Value Pretraining for Token-Level Length Modeling cites this paper.

Length Value Model: Scalable Value Pretraining for Token-Level Length Modeling Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-02T15:28:11.487436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T15:28:11.487436Z digest=sha256:e7e3fc6602ebd7b0182058b27b12a79030d46cfdbc223ef71ad007fe60fe8922

Observation 27b0fc65-d2e9-4a9b-aaa5-09c6032db0dd · inbound

LatticeBridge: Rare-Event Sequential Inference for Faithful Structured Sequence Synthesis cites this paper.

LatticeBridge: Rare-Event Sequential Inference for Faithful Structured Sequence Synthesis Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective

Reference 1

Resolution
metadata mismatch
arxiv_id, observed 2026-07-05T04:00:39.592855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-05T03:58:47.125099Z digest=sha256:a6c574523157590eb5a8a396d21a7b00f429b7267756a688a4a1870a2098bc89

Observation 5a9a6fee-3666-4c88-b041-f53f2acb3497 · inbound

The Alignment Problem in Constrained Code Generation cites this paper.

The Alignment Problem in Constrained Code Generation Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-06-26T14:39:32.715659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-26T13:32:12.206833Z digest=sha256:4f7b8788fd8fab3df9afc3dd467515e71434514a184d22dc3e562f442aef46f9

Observation 6e5bcb94-5143-49d9-8bb8-c32ad5476b3c · inbound

SelPE: Progressive Selection for Private Structured Text Synthesis cites this paper.

SelPE: Progressive Selection for Private Structured Text Synthesis Constrained Sampling for Language Models Should Be Easy: An MCMC Perspective

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:49:46.970586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-26T08:22:49.758497Z digest=sha256:88ebb2af8e61035122ce54f3e2c16926ebf6b32c12a0fc1725b05b924b5cb295