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Paper Citation Record · LEDGER

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

As of 14 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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

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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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

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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 2026-08-13T06:32:02.005865+00:00.

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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 2026-08-13T06:32:02.005865+00:00.

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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 2026-08-13T06:32:02.005865+00:00.

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.162260Z digest=sha256:dbcc0a59758b9b952d0715f418e6c0597fe0fbac9cffadd71b3a6e82cdfef5c5

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=sha256:367b95da166baed52229fc015d35e93cf40c8b66580bfebcf1553ef582d991c9

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 2026-08-13T06:32:02.005865+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.177748Z digest=sha256:cf16d587a7fe454e6e041a733cfe8f28c6dafd4ad01b7a53886727cbce014a29

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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

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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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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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:d82cd5dfc6486fb017b9277a1b4c549d239299fa149de5ca43cab4811c04fd41

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 2026-08-13T06:32:02.005865+00:00.

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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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.374866Z digest=sha256:fe17fb197f842b033ab45cc1059e910006c7dbb1ebef7d67f6eb768dc3e6a1ef

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.384668Z digest=sha256:171033273162e152d50073dd4cf18db9520a5a71c6db1e66fef807fd23ba36d2

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.

source=pdf_text observed=2026-08-07T10:20:17.390108Z digest=sha256:d947a49ec666922e5d422f700c3d2c4bad04e95c85238d5ad0bdcd4a7879015d

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:20:17.395181Z digest=sha256:773f64f4682b136ce3177522724c3eb3024e738f889eb75e45af70d1f6d84cb3

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.400280Z digest=sha256:dbaead44ff21fefdaa99fb129d8be97b87782125e35525590e107089bb5dfd86

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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verified fuzzy
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.405113Z digest=sha256:66474841b9a4ece62303e53178de67ee3ed87270c9eb392a8b20c1a61af16167

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.409461Z digest=sha256:f70d53830648a204a591ad391990744aeef1f136c9caad518c31be43b866c713

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:cd838747a0c84d9488a1e5cecc1974c0f0c1be07eae127366938d3d0aaefd9f0

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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unresolved
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:bc041b713b8f26bc27f7830ff1a4ebe0366838b2e12aa931373052cb0b0d843f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.424961Z digest=sha256:ad8fe4f125377157866c1e367ea70a22b2c9c70c114d45a4beaacff7b95f06eb

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=sha256:960226fd56adfbfb28cb917bbbea442efdd49707d3605367ee5830886175d3a8

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

Resolution
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.435532Z digest=sha256:00f77d9788ca96d282cb26b3ea76d2322f1139c1c46759d6c7c2a61526f7b4c8

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

Resolution
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.441623Z digest=sha256:7aade517efde5f55414f8d472e6b74d94e3b0a61b53ec78ef5391d4eed8d6d69

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

Resolution
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.447165Z digest=sha256:e38afc5b4c7cb5012b4807db29d65db5d8e5d53c62a08f44942b2dc0b7e76037

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.452129Z digest=sha256:f2a856c70237d1d049b7d152ade732ac7d33285e3837083667acb9ec1fcc8492

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

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:20:18.015737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.456836Z digest=sha256:dd049df6a8e466013bb94b9f5a04a37ffd5c5e528cf72231a80dd65c2411218d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.462341Z digest=sha256:d7b46de29c1d4a307bb1ca6cc4dc240a48eeab5bb5967fae5d742b876e1aeb3f

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

Resolution
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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.477069Z digest=sha256:fff3f0f9e407b695a7a2a07d978e1ac8e179bfdc33209ade5fa4c30fa3b5fa49

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.471264Z digest=sha256:833039e0a0aa6f7351a7419bde6a94ce4b6293ff5054976bcd9c940f4be2d191

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.490685Z digest=sha256:bcc33682270a28273fafd95133f82aa2a20df4e9f19ff8fd7863596778d667b9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.496891Z digest=sha256:aeb280fd807aaec7620da2c2f8aaf470bb5d3f6349bda0f786fc36cb0182f3a9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.503814Z digest=sha256:c6db76e9baf0700da3e36f0076c3edbf8893c407d62b2a5d493cce8e5387d2e2

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.509601Z digest=sha256:a5f0a2c2c35be6f90d786e017e7ad1624964c1e69ab646c73daf464b0f7002cf

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.515233Z digest=sha256:15e2b784d61c9539823e19151315f4eee668f10a34a8a07b6702d80e4bc5313a

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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raw_fallback, observed 2026-08-07T10:20:17.841868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.521296Z digest=sha256:c71ff573b395505c5b31a5baf20eb2b33aea483942ddb656ac3f97a7d0a42e8f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-07T10:20:17.379859Z digest=sha256:7ea430dee6239fe7ddad6b6d5fd7874ada107c9642f820d64d5cec4b2bb9b8a6

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:ed11981e49d4c44382094107807175bbb853c47d6d9ffd11cfa5f0a5a9133d20

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-17T04:19:18.805697Z digest=sha256:17f6a1826697a41c687b25551c45555533676170ce69574a9138899a61982af1

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=sha256:7d784bba5bd1ae88bbe4354dcc8b7d87e5ad56bdb86887ec5d528e8af88b4219

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=sha256:69474bf36b9093a13f686705aee99e5288bd431db14ffa9e6a60707e292d258b

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-05-07T10:42:27.644514Z digest=sha256:b51041c31eeea407dde164c1c947edab785931a60d8cc0cadbe95d86132457f1

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=sha256:5944b20cd8e3abe3e2c64f941614dddcdee909ccfef14b472e7b9052be90c28d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-07-05T03:58:47.125099Z digest=sha256:27e1f397faaed1b9fef4d6da57c104eb608dd801a0ca78745525fde738ccc054

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-06-26T13:32:12.206833Z digest=sha256:3bb2b6f8640107f0788bd230ecf9638dbfac7c4f3ce75a4522c73abe587735a3

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-06-26T08:22:49.758497Z digest=sha256:4541b4771ea7210ff2dcae30d6dfe6a07f2c40c1fc5113d6c57b623cc380d575