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Paper Citation Record · LEDGER

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models

As of 9 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 1 inbound Pith citation observation for arXiv:2511.21086.

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

pith.paper-citation-record.v1
2511.21086 v2

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-17T05:27:55.132166Z

measured 22 of 22 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-17T05:27:55.132166Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-17T05:29:04.929554Z

Reference resolution

21 of 21 outbound references displayed

  • verified exact3
  • verified fuzzy10
  • unresolved7
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7471bd13-5df9-4bd2-b2ad-4d4c38716c55 · outbound

This paper cites Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-17T05:29:04.931947Z

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 f600fe84-d232-4d5f-88d9-387f376f184f · outbound

This paper cites Constraint satisfaction may require specialized architectural features, training data characteristics, or optimization objectives beyond general language modeling.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Constraint satisfaction may require specialized architectural features, training data characteristics, or optimization objectives beyond general language modeling

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T05:29:05.505978Z

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=2026-05-17T05:27:55.132166Z digest=sha256:d5bfa2a792163f71c4c1e3d986fc5683f1592024f8c6e4a2c6bd6a00d19eee1f

Observation d9f7bcf3-4224-4d62-a28c-73896cadac8d · outbound

This paper cites These patterns are inconsistent with uniform com- pute scaling.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models These patterns are inconsistent with uniform com- pute scaling

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T05:29:05.508292Z

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=2026-05-17T05:27:55.132166Z digest=sha256:d9085a203abd71c0a1d492c6ac108230c99e3beeeaccfd993c0eade49719e5c3

Observation 4690ce02-5de8-4642-83f0-ff2ab2bc4c4b · outbound

This paper cites These failures reveal over-reliance on distributional plausibility that penalizes or- thographically atypical but constraint-valid pat- terns, independent of vocabulary knowledge.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models These failures reveal over-reliance on distributional plausibility that penalizes or- thographically atypical but constraint-valid pat- terns, independent of vocabulary knowledge

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T05:29:05.503416Z

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=2026-05-17T05:27:55.132166Z digest=sha256:5f29538194828e162e8a4f16aada0490baf120eeb68f04a098c2f58ab7abd2cf

Observation d835216b-6963-4af5-a3a8-8f3d1569aef4 · outbound

This paper cites an unresolved cited work.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-17T05:29:05.510713Z

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 e6e19be7-6429-44d1-ae56-4398896665e0 · outbound

This paper cites wagon” is valid (uses only available letters, includes W, length ≥ 4) while “along.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models wagon” is valid (uses only available letters, includes W, length ≥ 4) while “along

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T05:29:05.513498Z

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=2026-05-17T05:27:55.132166Z digest=sha256:f8215112f8224856c9e379b6d5fa033af350af985f9db183063c093aa94067fc

Observation d4b3c59d-7ed1-4850-a7fa-5c9582de9148 · outbound

This paper cites an unresolved cited work.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-17T05:29:05.518827Z

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=2026-05-17T05:27:55.132166Z digest=sha256:3b3d52da369bc2ab7d1f94adf4996f8d54e78feb8ca1a45d266b4a0f92594ecd

Observation ab05c1c8-68d0-4a78-b432-cdd182211e46 · outbound

This paper cites an unresolved cited work.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-17T05:29:05.496606Z

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=2026-05-17T05:27:55.132166Z digest=sha256:27f8922a5780a70ced0f8470804caf36255b839c5d207311517dcc6d0a7fe8b7

Observation 451fb740-7add-4d8f-84d4-5a5fae5f0abc · outbound

This paper cites an unresolved cited work.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-17T05:29:05.499010Z

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=2026-05-17T05:27:55.132166Z digest=sha256:41aa9d0546c91aea534da98c9f1fe7ef090f8db5875a7cee605f4d57e3c243de

Observation 6aaaf3ec-9c86-44e2-b537-7f8ecbab16c6 · outbound

This paper cites an unresolved cited work.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-17T05:29:05.520842Z

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=2026-05-17T05:27:55.132166Z digest=sha256:d09ceb6c90584352ec32a9ed0577631a59a454fd512d4686a828030b0e487c91

Observation 46b70dae-f4e9-404c-a588-190586b1cbf8 · outbound

This paper cites Find as many valid English words as possible.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Find as many valid English words as possible

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T05:29:05.491813Z

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=2026-05-17T05:27:55.132166Z digest=sha256:24ecd3b4098e2b5a5a77c91a94373b7d00e4402fdc8d04ad35707affc17f98b5

Observation 8df4f330-f079-4c4c-8d85-164051d212e6 · outbound

This paper cites Standard Metrics We evaluate generation quality using precision, recall, and F1 score.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Standard Metrics We evaluate generation quality using precision, recall, and F1 score

Reference 12

Resolution
malformed identifier
raw_fallback, observed 2026-05-17T05:29:05.494478Z

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=2026-05-17T05:27:55.132166Z digest=sha256:445e7cbc69e5fa47c762a6d0b62455a86660400686f974d25b745787b97558a2

Observation 90bd5ea2-1396-4713-bf49-e270328b6555 · outbound

This paper cites data” (93% human success, 89% model miss rate), “poop.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models data” (93% human success, 89% model miss rate), “poop

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T05:29:05.522977Z

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=2026-05-17T05:27:55.132166Z digest=sha256:225d87bc0c6355e5675a0c4c38d2c9f7dfb81c1473ac94625088946a2ed6a411

Observation f665357f-d21f-4a33-bdce-6b45a61cc091 · outbound

This paper cites data”, “poop.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models data”, “poop

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T05:29:05.501111Z

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=2026-05-17T05:27:55.132166Z digest=sha256:029f5ae5f0cccef757224342c0b206f1bb5072d9b1b942e7b04f525a9a48d72f

Observation c9ab1c27-8c18-4198-b2a2-fb663ffab871 · outbound

This paper cites an unresolved cited work.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-17T05:29:05.489661Z

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=2026-05-17T05:27:55.132166Z digest=sha256:419affa433f200e0323281a1d64c8841e8c5854d579ec3528ad50cbfe04041ef

Observation d42909d2-d6bd-4fc2-8675-970850294038 · outbound

This paper cites The experimental instances are drawn from the New Y ork Times Spelling Bee for research and evaluation purposes consistent with fair use princi- ples.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models The experimental instances are drawn from the New Y ork Times Spelling Bee for research and evaluation purposes consistent with fair use princi- ples

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T05:29:05.516495Z

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=2026-05-17T05:27:55.132166Z digest=sha256:306615b81a80cb0282e1313842fff69597ea2b13940a9df0ae5528f4e4a7cb77

Observation 6958e430-26b0-4a25-a092-18bc73e14b61 · outbound

This paper cites Guiding LLMs The Right Way: Fast, Non-Invasive Constrained Generation.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Guiding LLMs The Right Way: Fast, Non-Invasive Constrained Generation

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-17T05:29:04.936392Z

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=2026-05-17T05:27:55.132166Z digest=sha256:60bec08b69e2fd35717d56791945189ca59352a4acbd0237475abc929435db78

Observation daa6d50b-1dea-40f0-9181-03073fd64a79 · outbound

This paper cites InProceedings of the 8th International Conference on Natural Lan- guage and Speech Processing (ICNLSP-2025), pages 242–257, Southern Denmark University, Odense, Denmark.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models InProceedings of the 8th International Conference on Natural Lan- guage and Speech Processing (ICNLSP-2025), pages 242–257, Southern Denmark University, Odense, Denmark

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T05:29:05.485993Z

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=2026-05-17T05:27:55.132166Z digest=sha256:e7df3f066a72c7e8da9ff5191a31d1f437289258958a7e2791e0765dd535c67d

Observation 9b3da8ce-fa58-4827-88a9-61025f4a6114 · outbound

This paper cites an unresolved cited work.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-05-17T05:29:05.483916Z

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=2026-05-17T05:27:55.132166Z digest=sha256:636d802619ec58a4f11e486210cda686d9fe5c0780059deb270216243e847340

Observation 9a122293-67e0-492c-a3c3-f9e1b9042fe1 · outbound

This paper cites Surv., 56(2).

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Surv., 56(2)

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T05:29:05.487874Z

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=2026-05-17T05:27:55.132166Z digest=sha256:618e23fd0bcde53403eb12cd6a4a8229a124e37fdc6c70f8e852c38febddaa1d

Observation 4857e6fb-ef8d-4c59-87ac-fee4fb2757f0 · outbound

This paper cites Friedemann Pulvermüller.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Friedemann Pulvermüller

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-17T05:29:04.939816Z

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=2026-05-17T05:27:55.132166Z digest=sha256:a0d9e9ef14d8fe5d0cf3e867a3df02c6524ee32bd5ef6007623badf44753d92e

Pith citing papers

Observation 7471bd13-5df9-4bd2-b2ad-4d4c38716c55 · inbound

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models cites this paper.

Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models Orthographic Constraint Satisfaction and Human Difficulty Alignment in Large Language Models

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-17T05:29:04.931947Z

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=2026-05-17T05:27:55.132166Z digest=sha256:8d8479c87c042dcb78f6f9218f0eff79620e183007dcd3820e58e1f29e846623