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Paper Citation Record · LEDGER

Reasoning Language Models: A Blueprint

As of 22 August 2026, this Paper Citation Record lists 100 of 193 outbound references and 23 inbound Pith citation observations for arXiv:2501.11223.

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

pith.paper-citation-record.v1
2501.11223 v4

Coverage vector

measured 100 of 193 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:36:54.770997Z

measured 123 of 123 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 23 of 23 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:02:42.673193Z

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

100 of 193 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved99
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

8
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation db23bc8a-9193-486a-b16e-588215a447b6 · outbound

This paper cites Ahmadian, C.

Reasoning Language Models: A Blueprint Ahmadian, C

Reference 1

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no resolver link, observed 2026-08-10T18:36:54.161763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 57156dac-99a1-4873-a5a6-b46299cdfd11 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.171119Z digest=sha256:69043f0ff784dd2d6826843b9ad31a9265b91e70f1db17f12806ce6b1d17e0cc

Observation 50d9680c-e53b-49c4-9cdc-fb9e11eb9a7d · outbound

This paper cites AIME 2024.

Reasoning Language Models: A Blueprint AIME 2024

Reference 3

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no resolver link, observed 2026-08-10T18:36:54.177545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.177545Z digest=sha256:4791568e324cfbd45ace1b10d70d8feebe8daa393986df65c8f6e3f0c829ea40

Observation 95c2940e-97f8-490f-9fb9-803e9ca9fa36 · outbound

This paper cites AMC 2024.

Reasoning Language Models: A Blueprint AMC 2024

Reference 4

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Unavailable: canonical work link unavailable.

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Observation 67da46b7-fc68-483b-8851-6720cc62fdb0 · outbound

This paper cites Amini, S.

Reasoning Language Models: A Blueprint Amini, S

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.194070Z digest=sha256:a3314aeadf413088500e1816d8709527ac5ad5461068f1a6e6db59eaa08e7952

Observation d787d89e-e0a1-4e8f-8459-e701460013d2 · outbound

This paper cites Program Synthesis with Large Language Models.

Reasoning Language Models: A Blueprint Program Synthesis with Large Language Models

Reference 6

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no resolver link, observed 2026-08-10T18:36:54.210186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.210186Z digest=sha256:4cacaa43a3f2ef871da92b6dbfe4a746464985166f40668c8d450941de205c96

Observation b2ba12e8-b7d7-4b4d-98bd-6e5e1ceb4692 · outbound

This paper cites Bakhtin, L.

Reasoning Language Models: A Blueprint Bakhtin, L

Reference 7

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no resolver link, observed 2026-08-10T18:36:54.226774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.226774Z digest=sha256:2c7e8f054d09588f65d9ea7e3cd2b936149a327e988a300454bd65effe8edbac

Observation e33c002e-1ed0-4419-82e4-e41c1b9728e1 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 8

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.231949Z digest=sha256:e7d96d6a6b3f6a0828ff2d0dcd69b79a55dfb2bb3f63ad81bce380a467c28020

Observation b4c81d09-20dd-4fd8-a67c-6a4e6cd5a2ca · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.236884Z digest=sha256:5bf98f2ff3879ae06b0f3afb07212a3c668f9fde699e648026fe6257c45792af

Observation 7d88131c-fd23-42ed-97cc-4f809a1a695b · outbound

This paper cites Ben-Nun and T.

Reasoning Language Models: A Blueprint Ben-Nun and T

Reference 10

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Unavailable: canonical work link unavailable.

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Observation 5875b328-ce99-4a83-a0f5-464b2879f9bf · outbound

This paper cites Besta, N.

Reasoning Language Models: A Blueprint Besta, N

Reference 11

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Unavailable: canonical work link unavailable.

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Observation fca3854c-7022-448b-aba3-774b2bca6489 · outbound

This paper cites Besta, A.

Reasoning Language Models: A Blueprint Besta, A

Reference 12

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no resolver link, observed 2026-08-10T18:36:54.250410Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.250410Z digest=sha256:06a39f7544bdb893793f41b25e6c868cbdf9a1139262effcb96e07290a97889b

Observation 2c88de45-04bd-4524-96c0-2c2cf20e08ef · outbound

This paper cites Besta, R.

Reasoning Language Models: A Blueprint Besta, R

Reference 13

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no resolver link, observed 2026-08-10T18:36:54.254616Z

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Unavailable: canonical work link unavailable.

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Observation 2eda31e3-6f46-4034-8824-94e80ff1e4c2 · outbound

This paper cites Besta and T.

Reasoning Language Models: A Blueprint Besta and T

Reference 14

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Unavailable: canonical work link unavailable.

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Observation 74f0bc27-f7b0-4dea-95e3-fab760d48072 · outbound

This paper cites Besta, A.

Reasoning Language Models: A Blueprint Besta, A

Reference 15

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no resolver link, observed 2026-08-10T18:36:54.266440Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.266440Z digest=sha256:d38b2eb038aa0df602d2a8e7b38ce22d19633972bbe0b0854bd05a808452a7a8

Observation f80a22b7-0ac8-438e-9a4b-cbbadff66cf5 · outbound

This paper cites Besta, F.

Reasoning Language Models: A Blueprint Besta, F

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.271249Z digest=sha256:743f4419f9dece0ba7b85c77b1a33845e7172078aef92b2dea3f50139f49f49a

Observation 83dc08eb-3d23-4f56-93fd-04045b7d610b · outbound

This paper cites CheckEmbed: Effective Verification of LLM Solutions to Open-Ended Tasks.

Reasoning Language Models: A Blueprint CheckEmbed: Effective Verification of LLM Solutions to Open-Ended Tasks

Reference 17

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verified exact
local_arxiv, observed 2026-08-10T18:36:56.099536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-10T18:36:54.277010Z digest=sha256:3b640372f25636490f27138e4784266b9d5c246b033ccdd33702c03d848621d0

Observation 9cc6f2ff-1cbb-4672-9039-4d5c195d9313 · outbound

This paper cites Besta, P.

Reasoning Language Models: A Blueprint Besta, P

Reference 18

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no resolver link, observed 2026-08-10T18:36:54.282647Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.282647Z digest=sha256:7eaa1e2fc961a66210d124cb2ac9b5ab72028e43950f2a79ae031b681135268b

Observation 4c39cd7b-6136-498b-99b3-c4d24a0890d4 · outbound

This paper cites Besta, Z.

Reasoning Language Models: A Blueprint Besta, Z

Reference 19

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.288932Z digest=sha256:718a73ac9542ebfc3d1ed31f50db2723b88a05d1bf364e51e3ad2b381c83d8bb

Observation fedaca87-5174-4502-8533-f7ca3fbcf288 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.294124Z digest=sha256:2133fb427c0b12bbdde3680e8792374cb5d6e783d0eb8828f980a36efd31c063

Observation 3ffecd14-451e-4f95-84a7-01834bf2d2d5 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 21

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no resolver link, observed 2026-08-10T18:36:54.300152Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.300152Z digest=sha256:65b6dd45cbc7589057590c1f05dbb34021f12ed3f9471e7d9ebc483ef45b907b

Observation af96b232-4b68-43fe-976f-f7974c1dd70f · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 22

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Unavailable: canonical work link unavailable.

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Observation 5300f504-2ac0-49eb-9d30-c7dbd0001b3d · outbound

This paper cites Burstr ¨om, V.

Reasoning Language Models: A Blueprint Burstr ¨om, V

Reference 23

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Unavailable: canonical work link unavailable.

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Observation 53ed2c9f-421f-4e84-b6cd-51b9309a1a9f · outbound

This paper cites Chang, J.

Reasoning Language Models: A Blueprint Chang, J

Reference 24

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Unavailable: canonical work link unavailable.

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Observation 13ed7782-8c91-42b9-8310-807c76bbdc46 · outbound

This paper cites Charniak and M.

Reasoning Language Models: A Blueprint Charniak and M

Reference 25

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Unavailable: canonical work link unavailable.

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Observation 43c3668f-5c67-43c1-9bed-6e78660534e6 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 26

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Unavailable: canonical work link unavailable.

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Observation 742c4ac6-deb3-400e-b0b2-4d88b5261ddb · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 27

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Unavailable: canonical work link unavailable.

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Observation 222b6a34-5eb8-472b-aba3-a4aeac43066f · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 28

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Unavailable: canonical work link unavailable.

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Observation ee04eb23-cba5-4899-857c-7df57ac4bc3f · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 29

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Unavailable: canonical work link unavailable.

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Observation a5bac42b-35c5-4ff6-9ec4-1ca6308f38b9 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Reasoning Language Models: A Blueprint Evaluating Large Language Models Trained on Code

Reference 30

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Unavailable: canonical work link unavailable.

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Observation 8222a3a8-b8cf-4747-8cd9-eee38a68493b · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 31

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Unavailable: canonical work link unavailable.

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Observation 1c18180f-67e8-44bc-9f0a-355cde2d4b0c · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 32

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Unavailable: canonical work link unavailable.

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Observation fb89f992-97f7-4c34-9f17-ef1219c77a45 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b0bc3470-e68b-478e-bdf3-e0e04714772e · outbound

This paper cites Chernyshev, V.

Reasoning Language Models: A Blueprint Chernyshev, V

Reference 34

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Unavailable: canonical work link unavailable.

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Observation d70545b0-788f-40d0-b67c-030bd9ff5f60 · outbound

This paper cites On the Measure of Intelligence.

Reasoning Language Models: A Blueprint On the Measure of Intelligence

Reference 35

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Unavailable: canonical work link unavailable.

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Observation ac0d887a-4a28-4449-9188-e137f7748523 · outbound

This paper cites Choudhury, Y.

Reasoning Language Models: A Blueprint Choudhury, Y

Reference 36

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Unavailable: canonical work link unavailable.

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Observation 01a4b470-f714-42c6-970f-55756a7237c2 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 37

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Unavailable: canonical work link unavailable.

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Observation cb5e6328-ab13-49b5-8b71-d74ea7a11bf0 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Reasoning Language Models: A Blueprint Training Verifiers to Solve Math Word Problems

Reference 38

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Unavailable: canonical work link unavailable.

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Observation 32bb7735-40d5-4d45-b147-b86208fc72a9 · outbound

This paper cites Copik, R.

Reasoning Language Models: A Blueprint Copik, R

Reference 39

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.399055Z digest=sha256:8555ef30588761fe9dc09028f1c85618b8e1d39e357c697581d0a16166eb2c93

Observation 1326e67c-8acb-4380-b968-7f5ef2aa7139 · outbound

This paper cites Copik, G.

Reasoning Language Models: A Blueprint Copik, G

Reference 40

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.404289Z digest=sha256:fc8e11a05c70e2f85718e8a211599727bc52d1fd115451c69d8172fa0c889eeb

Observation 6e3c7437-c07e-4c1c-ab5a-9aa9b57c4be3 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 41

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:36:54.409764Z digest=sha256:2ae8be717df3b477014779420b6c75b624eba34d6b33f21d34f1634d11550bd8

Observation 39f2466a-d1ce-4d6f-b295-b8aa59b42b8d · outbound

This paper cites De Sensi, T.

Reasoning Language Models: A Blueprint De Sensi, T

Reference 42

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Unavailable: canonical work link unavailable.

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Observation 85fc0432-7a25-4eef-9d31-ba75e74eceab · outbound

This paper cites DeLorenzo, A.

Reasoning Language Models: A Blueprint DeLorenzo, A

Reference 43

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Observation 6bf0d271-d64b-42ba-b058-af9f61c98180 · outbound

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Reasoning Language Models: A Blueprint Unresolved cited work

Reference 44

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Observation 584cbcc2-e063-4357-b2a1-bd54bdf747a5 · outbound

This paper cites Rephrase and Respond: Let Large Language Models Ask Better Questions for Themselves.

Reasoning Language Models: A Blueprint Rephrase and Respond: Let Large Language Models Ask Better Questions for Themselves

Reference 45

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Observation 4b66ca02-381f-4aa1-9126-e6863cf23227 · outbound

This paper cites A Survey on LLM Inference-Time Self-Improvement.

Reasoning Language Models: A Blueprint A Survey on LLM Inference-Time Self-Improvement

Reference 46

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Observation 538fd0bc-89c0-4024-9b9c-4ea34a6540c4 · outbound

This paper cites El Naqa, M.

Reasoning Language Models: A Blueprint El Naqa, M

Reference 47

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Observation 3ffdbd13-a421-45ee-8296-95b75b028fbf · outbound

This paper cites Elliott.The Culture of AI: Everyday Life and the Digital Revolution.

Reasoning Language Models: A Blueprint Elliott.The Culture of AI: Everyday Life and the Digital Revolution

Reference 48

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Observation a7dce8bf-1490-4c0e-8971-3790261fde8f · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 49

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Observation 450461d3-2b8c-46c4-9b29-512d29ad3698 · outbound

This paper cites Frohberg and F.

Reasoning Language Models: A Blueprint Frohberg and F

Reference 50

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Observation 8880f1e6-de6c-4348-86ed-814987de2c3b · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 51

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Observation d66832ac-8e66-4c12-93a4-22fd79f7e774 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 52

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source=pdf_text observed=2026-08-10T18:36:54.474518Z digest=sha256:a0f281bf55d05969ba7aa3a1903decfdc5ea83d4282265e3b40a4e6ce78493f0

Observation 82557f95-997f-4cfc-bceb-7cad36808220 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-10T18:36:54.479225Z digest=sha256:3ee5fff5f67fe0d6b743570016808d8135c71cbf2d04f39fd624e179ad4fa5c2

Observation b5d9363e-cc9a-47e2-9b9c-a616155cbe79 · outbound

This paper cites FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AI.

Reasoning Language Models: A Blueprint FrontierMath: A Benchmark for Evaluating Advanced Mathematical Reasoning in AI

Reference 54

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source=pdf_text observed=2026-08-10T18:36:54.483513Z digest=sha256:0abae56448d4cebefdbfda9f97c92c277c0229fff2daba9cb0660ad83e33bda8

Observation 951a7834-5dad-4a8b-b657-978293f18c28 · outbound

This paper cites The Llama 3 Herd of Models.

Reasoning Language Models: A Blueprint The Llama 3 Herd of Models

Reference 55

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source=pdf_text observed=2026-08-10T18:36:54.488210Z digest=sha256:84c8119845f5774dfe058510e849aeab6e77acebd8fe15ebac347050d7667c8e

Observation 62ba4c4a-b583-4928-a012-590f9e029825 · outbound

This paper cites Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering.

Reasoning Language Models: A Blueprint Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering

Reference 56

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source=pdf_text observed=2026-08-10T18:36:54.494192Z digest=sha256:1a407542ec783cc627b5baf649541cad0853845524ce14b2f8de8a5b2f18b57b

Observation ae3cd6c2-b95c-4168-b2ff-fe81fead2e87 · outbound

This paper cites rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking.

Reasoning Language Models: A Blueprint rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Reference 57

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source=pdf_text observed=2026-08-10T18:36:54.504256Z digest=sha256:b1a526bdee73c683e7c274679320dcd7f45edbe50406f67e7d1f0f55d48ead42

Observation f74295d4-6c38-4806-9688-0d0e339af46b · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Reasoning Language Models: A Blueprint DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 58

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source=pdf_text observed=2026-08-10T18:36:54.508977Z digest=sha256:73f3014cf4107c298613c22aebed272c0f2414cc976baa4cdfcd0e105f5e8cf3

Observation a3b7bcab-b9bd-4639-83c9-081e321f4312 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 59

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source=pdf_text observed=2026-08-10T18:36:54.515054Z digest=sha256:319763b221bf6124c3ffb827adcc92a8ac8a54cfc45f3375c43cf7699b7342ef

Observation 60757eac-490f-4f41-bfac-4a4d5a0f0cf9 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-10T18:36:54.520260Z digest=sha256:1ddaa5ce783efa6eec7b2e86c589550a4bc5e3f09907e10afcbeff19b63a56e1

Observation c918f7ee-9491-4788-884c-071168bef5b6 · outbound

This paper cites Havrilla, S.

Reasoning Language Models: A Blueprint Havrilla, S

Reference 61

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source=pdf_text observed=2026-08-10T18:36:54.524678Z digest=sha256:6bd7cab15764806f4b25eb3b81bc031d098c66aea8036d6be27621f06d5a75dd

Observation 124131ef-6a49-4e7c-ab8c-814b4c8636ce · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-10T18:36:54.531759Z digest=sha256:b194cc5ed296f9a53c029ff00797764beab4f15082834154c8998d9b98db486a

Observation a7f4a58d-488b-446a-8a9d-3c7fceec59bb · outbound

This paper cites Hendrycks, S.

Reasoning Language Models: A Blueprint Hendrycks, S

Reference 63

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source=pdf_text observed=2026-08-10T18:36:54.547012Z digest=sha256:27eef90748faa3a8326ba23a8ffed023680a6572134c8c024460662300f5f831

Observation d8b1055a-3e89-4e62-863d-2afe79b6df06 · outbound

This paper cites Hendrycks, C.

Reasoning Language Models: A Blueprint Hendrycks, C

Reference 64

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source=pdf_text observed=2026-08-10T18:36:54.552493Z digest=sha256:ff800d0b0a9bed03eb257bc06d67389959ff2f0b52954b20b07229ffc80b216e

Observation 03a66165-c69c-4d4d-b60e-1f65454ef55a · outbound

This paper cites Hendrycks, C.

Reasoning Language Models: A Blueprint Hendrycks, C

Reference 65

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source=pdf_text observed=2026-08-10T18:36:54.557162Z digest=sha256:3d679c2f0e0b0fdea8b4694f9648110764af55ee21225eee0947d3d0cdc6c712

Observation 6b68f20e-8880-4187-aedc-a26ca73aa599 · outbound

This paper cites Holtzman, J.

Reasoning Language Models: A Blueprint Holtzman, J

Reference 66

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source=pdf_text observed=2026-08-10T18:36:54.562228Z digest=sha256:3ac6961db30a2ff222a853804d1e11fcf97fd846012c9a63d35badb039f8f3d5

Observation 95a89038-e840-4708-b1ee-8ebbcd5e4138 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 67

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source=pdf_text observed=2026-08-10T18:36:54.566295Z digest=sha256:246b5bf6460730f7edffe342248807098702349ae538bf908ce9f8312e5d1eb7

Observation 3bd3bb5c-d14d-4947-8960-545d3c26bd1c · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 68

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source=pdf_text observed=2026-08-10T18:36:54.572406Z digest=sha256:a7eba6b67692293d4972e5dfea44c7fa03e8cb96ed9c546abd25b1672ede9461

Observation df5ff7c0-ba16-437d-9c2c-cf0433edf7f4 · outbound

This paper cites Huang and K.

Reasoning Language Models: A Blueprint Huang and K

Reference 69

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source=pdf_text observed=2026-08-10T18:36:54.577946Z digest=sha256:bd35ac38d15df5041e6d354b10ecf78f33dd56c6d78ead9fc18cce7051adcd26

Observation 74b368dc-fbc1-412d-9cb3-89edeb139892 · outbound

This paper cites Huang, X.

Reasoning Language Models: A Blueprint Huang, X

Reference 70

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source=pdf_text observed=2026-08-10T18:36:54.586349Z digest=sha256:7f19463b49ebf08eee701940765a6d4c94b79864a5e943a8f1382e7558b8fb55

Observation 1eb99279-3a7d-490a-a089-f129944fb4fb · outbound

This paper cites Huang, S.

Reasoning Language Models: A Blueprint Huang, S

Reference 71

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source=pdf_text observed=2026-08-10T18:36:54.591201Z digest=sha256:ccb7731e08777c0528050c0a4cb9d0b99a74069208b76ee8519a3dccec4c51eb

Observation ba42ed36-8f64-4e59-8686-136206a88944 · outbound

This paper cites Huang, M.

Reasoning Language Models: A Blueprint Huang, M

Reference 72

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source=pdf_text observed=2026-08-10T18:36:54.596495Z digest=sha256:f29910e99f5ab5247d0bd0b524a24d77ca684568a5a9762746c0ea27c1197c3b

Observation f5348894-017d-49fc-bba8-a229bcb22fb8 · outbound

This paper cites Imani, L.

Reasoning Language Models: A Blueprint Imani, L

Reference 73

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source=pdf_text observed=2026-08-10T18:36:54.602049Z digest=sha256:6017ce21f36a5fd56d28f9d72785a1c7354b16d362d1522d44aab68af011cd8f

Observation faba67f8-5a10-4702-9c8a-b1b868938fda · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 74

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source=pdf_text observed=2026-08-10T18:36:54.608908Z digest=sha256:9189555f15eb80a54045a335d42d596ae1bb3677f7bf5b5876e80acbf613a38d

Observation 7c60f918-78a2-45d7-9bbc-78c2736930a8 · outbound

This paper cites Jiang, X.

Reasoning Language Models: A Blueprint Jiang, X

Reference 75

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source=pdf_text observed=2026-08-10T18:36:54.613644Z digest=sha256:1fd3e3d225e33cff481fd30241809bdb0dc91faca26b997f02d762af620e8804

Observation 5e2b3dd4-578a-4051-91c0-86e8d0db3bcf · outbound

This paper cites Jiang, S.

Reasoning Language Models: A Blueprint Jiang, S

Reference 76

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source=pdf_text observed=2026-08-10T18:36:54.618412Z digest=sha256:3895c7e75d25b981c129bc9abcd76c75ae7cab55cc46fb95d104a78feb2f16ef

Observation d743c994-892b-47f0-b8ec-b38acc33d9fa · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 77

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source=pdf_text observed=2026-08-10T18:36:54.623055Z digest=sha256:2b65401b6b2251e6edc11a10b69ad65a6978426612515f29071a21b694ad3e30

Observation bcc2e41c-cdc4-452b-aaa5-30cd98f51d45 · outbound

This paper cites Kislev.Relationships 5.0: How AI, VR, and Robots Will Reshape Our Emotional Lives.

Reasoning Language Models: A Blueprint Kislev.Relationships 5.0: How AI, VR, and Robots Will Reshape Our Emotional Lives

Reference 78

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source=pdf_text observed=2026-08-10T18:36:54.627658Z digest=sha256:7553d301d3378aafc323118100874ace38541cfc56175b2230286566dde2a621

Observation 060fc9e6-2f48-4682-a030-d1a5cf98a19a · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 79

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source=pdf_text observed=2026-08-10T18:36:54.631969Z digest=sha256:d5a7216a01c2ca699034a0a01efc077908f246643d48ca4e8e584cb31d0e8f2d

Observation 04a84d91-7d72-48d5-a62c-46acbb242afa · outbound

This paper cites Kocsis and C.

Reasoning Language Models: A Blueprint Kocsis and C

Reference 80

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source=pdf_text observed=2026-08-10T18:36:54.635926Z digest=sha256:91ba8b24805540293634e6567915cb656d1353a822989ecc50b2a566660f25ba

Observation 6fe10427-f997-4026-b546-ac69f7e51feb · outbound

This paper cites Kondo, S.

Reasoning Language Models: A Blueprint Kondo, S

Reference 81

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source=pdf_text observed=2026-08-10T18:36:54.640183Z digest=sha256:b22fe6a61ea4efdf860445b63be6dc10a3e00bd94d24f73f43a158cff5e22e0b

Observation 0e821f7f-058a-4dd4-a73f-901b15621535 · outbound

This paper cites Kryscinski, B.

Reasoning Language Models: A Blueprint Kryscinski, B

Reference 82

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source=pdf_text observed=2026-08-10T18:36:54.644500Z digest=sha256:edc5fbcb3c874a1c803c1cd2bf3b61a3febc0626be50dbc207b0041bd3f36a33

Observation f1c74c1f-a51f-481e-b981-3c2f10f849e1 · outbound

This paper cites Kumar.Artificial Intelligence: Reshaping Life and Business.

Reasoning Language Models: A Blueprint Kumar.Artificial Intelligence: Reshaping Life and Business

Reference 83

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source=pdf_text observed=2026-08-10T18:36:54.654617Z digest=sha256:f39e6b170292f96657ad08c891873e78f4729b584da048d9875111767974f865

Observation 2d9de041-aa76-4557-af3f-d2c72d4ad55e · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 84

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source=pdf_text observed=2026-08-10T18:36:54.658925Z digest=sha256:036441125f1d420432ba5a77128d75dce7f5a7768665a15e8ec195822b4484cb

Observation 1ca371d2-256c-455c-8eae-d7531e05b089 · outbound

This paper cites Leviathan, M.

Reasoning Language Models: A Blueprint Leviathan, M

Reference 85

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source=pdf_text observed=2026-08-10T18:36:54.665084Z digest=sha256:9f6178a3edfd59935dce8e3c22fb2cc9d7c4d5a5876d54163f6d87baea38a181

Observation 53fed9ae-d721-434d-84fc-22586def8799 · outbound

This paper cites Lewis, E.

Reasoning Language Models: A Blueprint Lewis, E

Reference 86

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source=pdf_text observed=2026-08-10T18:36:54.670937Z digest=sha256:51bbe3e7c0d73541ee9c57c64ecc1e6e1b3f1ba315a796586066ae0d8d91c811

Observation 89f836b6-62c9-46e7-a439-ab675cdbe7e9 · outbound

This paper cites Search-o1: Agentic Search-Enhanced Large Reasoning Models.

Reasoning Language Models: A Blueprint Search-o1: Agentic Search-Enhanced Large Reasoning Models

Reference 87

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Observation e112a5d3-bc5a-42fd-9612-5d169c886543 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 88

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source=pdf_text observed=2026-08-10T18:36:54.681880Z digest=sha256:bfbcaf79e6e6f28fd844b81e0c881d8c89c0c6e02c1beb5d255e8478e70c54d9

Observation d408b667-5b55-49b1-895b-c7dd0be73a14 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 89

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source=pdf_text observed=2026-08-10T18:36:54.699859Z digest=sha256:7b75789bd2fcccbece3400716183e12e1a7e70fc21154ac823a86ed33cda1c3d

Observation 2aca3022-8da0-4747-8e54-a94bd020d7c0 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 90

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source=pdf_text observed=2026-08-10T18:36:54.708183Z digest=sha256:29781d2278ec840de041480b109d88cc707435855409bb86d4914bd020f083dc

Observation f3c0518a-7e77-488c-bbb1-6d27395c4dfa · outbound

This paper cites Lightman, V.

Reasoning Language Models: A Blueprint Lightman, V

Reference 91

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source=pdf_text observed=2026-08-10T18:36:54.713301Z digest=sha256:ff0ffebb16101bb24a6c017bebe55ef12ce4525cd152312ef9683f2d8823c236

Observation 2df163c0-ff2e-4e77-94ba-3d2bde8fabe3 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 93

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source=pdf_text observed=2026-08-10T18:36:54.723380Z digest=sha256:5cc4ee99fd09e032fc11b9e33c4b238b624ec225e50aa873162f430be2fca27e

Observation a4ee895e-ee5f-4c6e-9bca-32f3efca5bc1 · outbound

This paper cites FIMO: A Challenge Formal Dataset for Automated Theorem Proving.

Reasoning Language Models: A Blueprint FIMO: A Challenge Formal Dataset for Automated Theorem Proving

Reference 94

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source=pdf_text observed=2026-08-10T18:36:54.727903Z digest=sha256:03c519f4fff52391b286b30d7ee556fb66aa9892789bcbde8d737cd965ccdb8d

Observation bfd795e6-57eb-46c8-866f-c5eccd35092e · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 95

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source=pdf_text observed=2026-08-10T18:36:54.732246Z digest=sha256:964cf9b9293e82349e185fcb6030200809535e9eba414a5f90d15cbc2a100a6d

Observation 6ba041dd-0809-4386-bbf9-c9e985881730 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 96

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source=pdf_text observed=2026-08-10T18:36:54.717502Z digest=sha256:e56459684a92a87ab0e29ef1fe6451382372460def1a2cd368557c9ca0b83a49

Observation 7d645ee8-f4d5-4334-a6f3-11f52ae25932 · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 97

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source=pdf_text observed=2026-08-10T18:36:54.744575Z digest=sha256:40e961973798721753320fc61b31d74d4cf1c43ac13d8abf562a80639a7fa7fd

Observation 4695db5d-6939-4b0f-8a2d-99c55705123f · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 98

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source=pdf_text observed=2026-08-10T18:36:54.754528Z digest=sha256:abf0f2b3ed877ca781e7e84d1d25d50238d4f26217dc687fffc6e3b8df8cbd70

Observation 378fcb5a-3552-4755-8771-3f1a864c3fdf · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 99

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source=pdf_text observed=2026-08-10T18:36:54.759465Z digest=sha256:93f01978e5fa13b070e90af502303299196b0891c5981f5e103c9ccf2bb3df42

Observation 1b5118b7-a2c4-45a9-93e1-2ec2b91ac4cd · outbound

This paper cites an unresolved cited work.

Reasoning Language Models: A Blueprint Unresolved cited work

Reference 100

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source=pdf_text observed=2026-08-10T18:36:54.740306Z digest=sha256:69316eb656d9979eb553261f01ddbe80519b1629f7710dbe7f3ffd9317a76906

Observation ade442c0-4b4d-4315-b19e-92534e408fde · outbound

This paper cites Towards LogiGLUE: A Brief Survey and A Benchmark for Analyzing Logical Reasoning Capabilities of Language Models.

Reasoning Language Models: A Blueprint Towards LogiGLUE: A Brief Survey and A Benchmark for Analyzing Logical Reasoning Capabilities of Language Models

Reference 101

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source=pdf_text observed=2026-08-10T18:36:54.770997Z digest=sha256:b7f2d729e7e779445d6a549345d673e6eccaf12f1edde66b20c7033a2efc6058

Pith citing papers

Observation c0627d13-9c81-45fc-9dee-6275e47519fe · inbound

Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS cites this paper.

Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS Reasoning Language Models: A Blueprint

Reference 6

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source=pdf_text observed=2026-08-12T11:13:42.240749Z digest=sha256:afcd5fceb437161e486af4097b36413beebf3fc3f363be2c860793cd56a8cc9c

Observation b10f6805-71ba-497f-b612-45ef1f20a1af · inbound

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning cites this paper.

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Reasoning Language Models: A Blueprint

Reference 19

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arxiv_id, observed 2026-05-23T04:32:32.496308Z

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source=arxiv_source observed=2026-05-23T04:30:38.804702Z digest=sha256:c62d320e829c10b5cc7708b6ce911a7e871c1e0057748f3cc17e7e40c0a0cfd1

Observation aa897181-9da8-4587-9ced-6f113c3be5db · inbound

From System 1 to System 2: A Survey of Reasoning Large Language Models cites this paper.

From System 1 to System 2: A Survey of Reasoning Large Language Models Reasoning Language Models: A Blueprint

Reference 57

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source=pdf_text observed=2026-05-13T01:36:23.845366Z digest=sha256:931e3d222d602f33ad3cc94b62a020abcc67496be6a8b6d25024c582a0535672

Observation 52b81f21-1c3a-451b-a09e-6e5798144612 · inbound

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models cites this paper.

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models Reasoning Language Models: A Blueprint

Reference 52

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arxiv_id, observed 2026-05-12T08:40:41.200890Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-12T08:40:40.910461Z digest=sha256:f68028ae7f923d3615cc7c35fa0b86947cf9ae0a1de68a1049e43bf8845f299a

Observation ddb5cedf-0ec4-455d-8a52-aad06cb6e3d0 · inbound

Generative AI Act II: Test Time Scaling Drives Cognition Engineering cites this paper.

Generative AI Act II: Test Time Scaling Drives Cognition Engineering Reasoning Language Models: A Blueprint

Reference 20

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source=arxiv_source observed=2026-08-16T12:02:42.673193Z digest=sha256:a02a9a459f10cd3f5a8918e8e430fe0381428e1ee264158ae76e8a9167566560

Observation 4547a651-e407-40bc-b0d8-e200d62521de · inbound

ATLAHS: An Application-centric Network Simulator Toolchain for AI, HPC, and Distributed Storage cites this paper.

ATLAHS: An Application-centric Network Simulator Toolchain for AI, HPC, and Distributed Storage Reasoning Language Models: A Blueprint

Reference 8

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source=pdf_text observed=2026-08-15T21:48:08.042906Z digest=sha256:c36a5e209ac17132984502fdde6c60b3e168f6fe5ffbb7b7e84afb939b88d4f2

Observation c9efab03-d9de-442b-af0f-21b35b71e137 · inbound

Children's Mental Models of AI Reasoning: Implications for AI Literacy Education cites this paper.

Children's Mental Models of AI Reasoning: Implications for AI Literacy Education Reasoning Language Models: A Blueprint

Reference 4

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source=pdf_text observed=2026-08-07T15:10:57.057817Z digest=sha256:8acc5e686336d94263103e7d0ee0afefabd63ece326551cf8deb659ef052bb54

Observation b5a05b21-6e6c-40ab-8596-e6a3318e535a · inbound

LLMs Caught in the Crossfire: Malware Requests and Jailbreak Challenges cites this paper.

LLMs Caught in the Crossfire: Malware Requests and Jailbreak Challenges Reasoning Language Models: A Blueprint

Reference 3

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source=arxiv_source observed=2026-08-07T05:35:09.994324Z digest=sha256:8406c264246a529dba0bf1ee4e6455581cdbd471852a6de44e2519b1e15a7b49

Observation f3f6f99b-846b-41f1-b683-f2a959a9ecf5 · inbound

Multimodal large language models and physics visual tasks: comparative analysis of performance and costs cites this paper.

Multimodal large language models and physics visual tasks: comparative analysis of performance and costs Reasoning Language Models: A Blueprint

Reference 24

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source=pdf_text observed=2026-08-15T18:34:13.965732Z digest=sha256:4c53b78a6b2a76d58d0d501b9489f3c216125a8e3737b14a1af3c2d2e7b4a41f

Observation 566af71c-e597-4af2-930c-ffdf68609626 · inbound

Hierarchical Interaction Summarization and Contrastive Prompting for Explainable Recommendations cites this paper.

Hierarchical Interaction Summarization and Contrastive Prompting for Explainable Recommendations Reasoning Language Models: A Blueprint

Reference 1

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source=pdf_text observed=2026-08-06T19:16:29.579335Z digest=sha256:57bcaf9d9d591af49cc3a2b5e4e630e07168cc8435cd2b62615580995eff2bdb

Observation e6b86266-f1a4-4144-a22c-ab9f3742dc90 · inbound

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator cites this paper.

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator Reasoning Language Models: A Blueprint

Reference 8

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arxiv_id, observed 2026-05-19T05:17:06.400670Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-19T05:15:49.513101Z digest=sha256:592c006819e72068c38bce038f54dc40c23d395472fb16e91787facdb99943cb

Observation 68a2fda1-b89d-45ce-bead-f8004051e2ca · inbound

Initial Steps in Integrating Large Reasoning and Action Models for Service Composition cites this paper.

Initial Steps in Integrating Large Reasoning and Action Models for Service Composition Reasoning Language Models: A Blueprint

Reference 4

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source=pdf_text observed=2026-08-06T14:33:53.314694Z digest=sha256:50c1cfda57872260c97265cef3ef394c40bf87c847bbb286921198d1ffa6dfdb

Observation 44000857-8ff1-4f15-9673-1f53ab5f8f29 · inbound

Psychologically Enhanced AI Agents cites this paper.

Psychologically Enhanced AI Agents Reasoning Language Models: A Blueprint

Reference 1991

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source=pdf_text observed=2026-08-05T10:17:48.634836Z digest=sha256:d4525d7ff0a81af8cea3191d44a0c642f8119475ca533bb33e058ca740e8dd6c

Observation b59a1d03-a11d-4c4d-a506-8c17336d2e50 · inbound

Investigating Language Model Capabilities to Represent and Process Formal Knowledge: A Preliminary Study to Assist Ontology Engineering cites this paper.

Investigating Language Model Capabilities to Represent and Process Formal Knowledge: A Preliminary Study to Assist Ontology Engineering Reasoning Language Models: A Blueprint

Reference 17

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source=pdf_text observed=2026-08-15T15:59:56.318247Z digest=sha256:dee05226cc597475b3b2601f37f28b6925104fa1b29a35c9a7e1641435de5ac0

Observation b1916877-41dd-489e-98f8-b63f121d0c27 · inbound

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle Reasoning Language Models: A Blueprint

Reference 12

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source=pdf_text observed=2026-08-04T16:07:28.107428Z digest=sha256:60db3fbaacc11e69adb592b0c2643e38d13ea13e418a31c3c56483eb5f9d474e

Observation 0c71a2a3-89c3-4dc9-8f20-8ed8417dd7fb · inbound

VIDEOP2R: Video Understanding from Perception to Reasoning cites this paper.

VIDEOP2R: Video Understanding from Perception to Reasoning Reasoning Language Models: A Blueprint

Reference 5

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arxiv_id, observed 2026-05-17T22:25:22.610907Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-17T22:24:41.760120Z digest=sha256:953edf35556a56ef28343463c09c0541ecd3c0c002c1dfdfd30e39e4fd0db083

Observation 79cabc24-8071-4bad-ad65-b2aa1bcd124d · inbound

On Fixing Insecure AI-Generated Code through Model Fine-Tuning and Prompting Strategies cites this paper.

On Fixing Insecure AI-Generated Code through Model Fine-Tuning and Prompting Strategies Reasoning Language Models: A Blueprint

Reference 4

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arxiv_id, observed 2026-05-11T20:26:10.010384Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-08T09:12:15.486780Z digest=sha256:23a4fef4b19b90b56c2082bd41f59706e38cff37da24257b89552c9bbb9544ed

Observation 91d5629c-a711-42ec-b603-f25e5822b1a7 · inbound

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost cites this paper.

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Reasoning Language Models: A Blueprint

Reference 65

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arxiv_id, observed 2026-05-11T20:06:09.708283Z

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source=arxiv_source observed=2026-05-08T10:19:08.451445Z digest=sha256:381e0cce52bb2e842ca04c3230d0da3966aeb27f925f79ca3c17e29019dbdda6

Observation ceed7338-6430-42cb-98a4-016a092ea68a · inbound

Robots Need More than VLA and World Models cites this paper.

Robots Need More than VLA and World Models Reasoning Language Models: A Blueprint

Reference 142

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arxiv_id, observed 2026-06-28T01:11:28.898834Z

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source=arxiv_source observed=2026-06-28T01:01:33.530167Z digest=sha256:5b906a7d75f2310f840f19105800586238500821acc780e92c745c7a2d21649d

Observation 200592af-6fba-4ee9-9a16-75ae76b0642a · inbound

Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces cites this paper.

Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces Reasoning Language Models: A Blueprint

Reference 122

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arxiv_id, observed 2026-06-27T22:31:21.555341Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-06-27T22:22:52.690010Z digest=sha256:a46a701f93284b3b63733a2d0339c74b79a4fed18e77713b7261de964d8ff7af

Observation 9c3c39fb-bd60-4040-8031-ba9f3dd2cd43 · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Reasoning Language Models: A Blueprint

Reference 14

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arxiv_id, observed 2026-07-03T05:57:41.669017Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-06-27T12:59:51.091008Z digest=sha256:a953bdc6a52da4648befc6b4195f526082f94e2a67173b16795da217c2cba04f

Observation d265406a-f46e-4c9d-8192-c21e99d1eb5e · inbound

Cognitive Episodes in LLM Reasoning Traces Enable Interpretable Human Item Difficulty Prediction cites this paper.

Cognitive Episodes in LLM Reasoning Traces Enable Interpretable Human Item Difficulty Prediction Reasoning Language Models: A Blueprint

Reference 2

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arxiv_id, observed 2026-07-01T17:15:51.659336Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-29T03:58:32.372896Z digest=sha256:bdaa8c3129996f013dcd2f3da946a442257d256b073abb1f42437783e64a2647

Observation 3fae2005-9834-404e-8bad-f0a01a9a065a · inbound

Cognitive Episodes in LLM Reasoning Traces Enable Interpretable Human Item Difficulty Prediction cites this paper.

Cognitive Episodes in LLM Reasoning Traces Enable Interpretable Human Item Difficulty Prediction Reasoning Language Models: A Blueprint

Reference 2

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source=pdf_text observed=2026-07-14T17:12:24.565155Z digest=sha256:ea6467b941fd9193ec4e0becd1d9246be8db9d93a4f180af407caace9e02bceb