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Paper Citation Record · LEDGER

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

As of 19 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 9 inbound Pith citation observations for arXiv:2506.15211.

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

pith.paper-citation-record.v1
2506.15211 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:45:50.146364Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T14:54:18.678198Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T20:38:55.905658Z

Reference resolution

43 of 43 outbound references displayed

  • verified exact1
  • verified fuzzy15
  • unresolved26
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 819069a3-b201-4d28-9abf-3c1f3149f4bb · outbound

This paper cites International planning competition.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs International planning competition

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.835041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:49.963751Z digest=sha256:f03a9a11c38f6367554d691db1a188ac115e35ef9bed9a31f5db218d133c418f

Observation 8eeedcf9-648a-4718-abd1-b04c38934106 · outbound

This paper cites URLhttps://artofproblemsolving.com/wiki/index.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs URLhttps://artofproblemsolving.com/wiki/index

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.820465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:49.968644Z digest=sha256:686ab7d85baaa3b2f3196c9fc8dc2b3ae14c95a54959f573cbe800b01d905d93

Observation c4f69ccd-f7b8-41c9-afb1-b2e3f8cd1f95 · outbound

This paper cites Pddl| the planning domain definition language.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Pddl| the planning domain definition language

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.805902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:49.973246Z digest=sha256:81a607ba08fac6393aeddb1d926e6d48fcb828d33383167d20161c3392f4f12d

Observation 4ee6ec31-9c3a-4d95-942e-f73351ada631 · outbound

This paper cites Reliable reasoning beyond natural language.arXiv preprint arXiv:2407.11373, 2024.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Reliable reasoning beyond natural language.arXiv preprint arXiv:2407.11373, 2024

Reference 4

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no resolver link, observed 2026-08-15T19:45:49.977941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:49.977941Z digest=sha256:e0b91a3a0049018573faf1ca88283c08d9ba4f9e7d1451119da492bf6d884b54

Observation 9d5a8a18-740a-4779-9825-8fa302903217 · outbound

This paper cites Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles

Reference 5

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no resolver link, observed 2026-08-15T19:45:49.982331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:49.982331Z digest=sha256:e54baba05c0d6b7c6e317d2e9bc6195edd071f0d54c652797771267111152a5b

Observation d66e2d69-4f85-4598-8c63-671273e558d3 · outbound

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

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 6

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no resolver link, observed 2026-08-15T19:45:49.986918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:49.986918Z digest=sha256:1c898608191e28c53453509395b8a03078df843504062d9d03d33578b9713f22

Observation 59dc3eb2-29b4-4080-aca4-0f4c2cc0ba43 · outbound

This paper cites Prentice hall Upper Saddle River, 1994.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Prentice hall Upper Saddle River, 1994

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.791611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:49.991895Z digest=sha256:73d3b8f5eefd79e39233b33beb79c89c896c36c7fd0468dd8f60c7a614c7d825

Observation 5d709f08-dd4f-4634-b8cf-ceef9823acd3 · outbound

This paper cites Elsevier, 2001.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Elsevier, 2001

Reference 8

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no resolver link, observed 2026-08-15T19:45:49.996685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:49.996685Z digest=sha256:d537b7aec7fa93832616c84f84da4483be8c94aa7162dc4425d60c83a344ba52

Observation 7ac2f5bf-6219-433b-bac9-9a6e754a5c4f · outbound

This paper cites Pal: Program-aided language models.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Pal: Program-aided language models

Reference 9

Resolution
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no resolver link, observed 2026-08-15T19:45:50.000641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.000641Z digest=sha256:ad4c128c782d9a8d61881f697fb52c18d76bbf82f0141635c75339d693cd5bd6

Observation 774b51d5-41a0-4de6-a8f6-212f76c247e9 · outbound

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

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

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no resolver link, observed 2026-08-15T19:45:50.004744Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.004744Z digest=sha256:fdae16ad3497baf603770c0d7a452aecb014f10f2fad1cf1529ca56a49f0acc7

Observation 9723c1a3-e9d9-48d6-a10f-2d2cab24222a · outbound

This paper cites HYBRIDMIND: Meta Selection of Natural Language and Symbolic Language for Enhanced LLM Reasoning.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs HYBRIDMIND: Meta Selection of Natural Language and Symbolic Language for Enhanced LLM Reasoning

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-15T19:45:50.421587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.009077Z digest=sha256:3be6550307e71b12dca419e26c8e18000207bae0b4a24dc4d6b508c97f069ec3

Observation 27e51599-ac71-4079-8098-c8ed705475d7 · outbound

This paper cites an unresolved cited work.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:45:50.758406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.013976Z digest=sha256:003054ce801512a1b9008073ea3369cb17dbd0505d1679da7943abc065656aa3

Observation 8142664f-11fb-4db8-9e4e-373e67d9f050 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Measuring Massive Multitask Language Understanding

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-15T19:45:50.022477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.022477Z digest=sha256:5d0e3b42367f303dc08aee5fbfa7ffa53b6c9ddb05f2be891a67afab26582e78

Observation d5e95514-a41b-4f03-876d-cf827c48bc48 · outbound

This paper cites Val: Automatic plan validation, continuous effects and mixed initiative planning using pddl.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Val: Automatic plan validation, continuous effects and mixed initiative planning using pddl

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.744747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.027060Z digest=sha256:3dbd87964671c3c3b480e349131a8a0c2d7853cd6c924e876f9c2562cceba1e7

Observation 3240855a-6833-4a8d-8996-36fa291d3aad · outbound

This paper cites LLM Post-Training: A Deep Dive into Reasoning Large Language Models.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs LLM Post-Training: A Deep Dive into Reasoning Large Language Models

Reference 15

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no resolver link, observed 2026-08-15T19:45:50.031110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.031110Z digest=sha256:70820d2b7befd2ccb9546228a6a443701df4fbaddf1fd644878add5187963b54

Observation 6db0cdfa-20d9-4ccf-8516-f51378ae5d65 · outbound

This paper cites Learning to reason with llms, 2024.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Learning to reason with llms, 2024

Reference 16

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no resolver link, observed 2026-08-15T19:45:50.035613Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.035613Z digest=sha256:4cead5c6febe8304c45e694815faa6684623b12ef440b6fd204eaa6e2a4bd416

Observation 37d6aa52-d592-4122-846d-62f07262cdae · outbound

This paper cites Logic-lm: Empowering large language models with symbolic solvers for faithful logical reasoning.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Logic-lm: Empowering large language models with symbolic solvers for faithful logical reasoning

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.721762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.039722Z digest=sha256:c200cf8b8430c754f54d1f05752fe7d2679aed44d12877d12d32f0f013b88db1

Observation a946ca28-f4ec-4f2e-aa5f-ff95a626f690 · outbound

This paper cites Qwen2.5 Technical Report.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Qwen2.5 Technical Report

Reference 18

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no resolver link, observed 2026-08-15T19:45:50.043822Z

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source=pdf_text observed=2026-08-15T19:45:50.043822Z digest=sha256:172eb2d793dae1333512d7fdacaafd525c0ed49b2425ad04d3db45bba15161ce

Observation db4ed22d-ee92-4bca-8c6d-8f045d2994c5 · outbound

This paper cites Proximal Policy Optimization Algorithms.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Proximal Policy Optimization Algorithms

Reference 19

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source=pdf_text observed=2026-08-15T19:45:50.048320Z digest=sha256:6389238d368e20aa96962387a0e5c40280de257f3d1d5462c2e62f78bdbd6a4e

Observation 31391851-489a-4b7a-b197-bc603c4f643f · outbound

This paper cites Seed-thinking-v1.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Seed-thinking-v1

Reference 20

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no resolver link, observed 2026-08-15T19:45:50.052477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.052477Z digest=sha256:2810ac138d16a697cd869668dec9b9a8463b28319db8a110627f8f587d3c7ed2

Observation 4eac2266-9518-4aee-b4e8-13b53a326645 · outbound

This paper cites PDDL generators.https://doi.org/10.5281/zenodo.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs PDDL generators.https://doi.org/10.5281/zenodo

Reference 21

Resolution
malformed identifier
no resolver link, observed 2026-08-15T19:45:50.056527Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T19:45:50.056527Z digest=sha256:b2f6388ce11dc1da2e8258a31fcfb91cfd7efbb812fa4fd76610e74739e9a8ca

Observation d337e454-418c-41c9-abd0-ae28e69e9eaa · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 22

Resolution
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no resolver link, observed 2026-08-15T19:45:50.060778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.060778Z digest=sha256:fc0a270b8e4da794439490ddb1e72a3090f17bd07ced38cb6fc446117567417e

Observation 6dc7d790-9d6b-40f5-9ffa-2d8b4ad81c93 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 23

Resolution
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no resolver link, observed 2026-08-15T19:45:50.065395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.065395Z digest=sha256:8f3b486eb79ea9bb98ea15df7fcd4fa087505eac320befe5a1fca657e9dc6772

Observation edd3f8f3-9041-433a-b552-7e05370b45a6 · outbound

This paper cites Nexusraven-v2: Surpassing gpt-4 for zero-shot function calling, 2023.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Nexusraven-v2: Surpassing gpt-4 for zero-shot function calling, 2023

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.707524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.069913Z digest=sha256:1baf835c8fb2b91f532c17d7b0a09a5bbe9810f5a907d0f09c224974d337fe66

Observation 886af5a8-a250-4035-af6b-c43da37aec7f · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.Advancesin neural information processing systems, 35:24824–24837, 2022.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Chain-of-thought prompting elicits reasoning in large language models.Advancesin neural information processing systems, 35:24824–24837, 2022

Reference 25

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no resolver link, observed 2026-08-15T19:45:50.074134Z

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source=pdf_text observed=2026-08-15T19:45:50.074134Z digest=sha256:793754f4d1dbc6ad6f895ef34c21a9df025f93ee4600fb393825df1bd05a3b3b

Observation db239e65-294b-4597-ad99-1dbe13c5ad9f · outbound

This paper cites Swi-prolog and the web.Theory and practice of logic programming, 8(3):363–392, 2008.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Swi-prolog and the web.Theory and practice of logic programming, 8(3):363–392, 2008

Reference 26

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verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.684504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.078089Z digest=sha256:43576602efc142bec68afee5f80375a5e57e81d74f7ef474e7c1324e10da21bc

Observation 3cc3f9ed-9e86-4e37-a326-31183860e6af · outbound

This paper cites Swi-prolog.Theory and Practice of Logic Programming, 12(1-2):67–96, 2012.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Swi-prolog.Theory and Practice of Logic Programming, 12(1-2):67–96, 2012

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.670902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.082203Z digest=sha256:70f4303dba6ad9f63060f7c8def8575bd8cfbd11e82a3e4f208db4d82994bcf9

Observation d891dc48-79f6-43d3-b596-ea99b68c5f1e · outbound

This paper cites On memorization of large language models in logical reasoning.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs On memorization of large language models in logical reasoning

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.657630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.086039Z digest=sha256:9a1132e300df8888630c9e46905aa541ca7e73ad16b8294738a65f5cd2972fb2

Observation 8c3bfcd9-6721-4492-9bb6-ae174b0f67c1 · outbound

This paper cites Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Reference 29

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no resolver link, observed 2026-08-15T19:45:50.090326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.090326Z digest=sha256:986da5f63ccb78f58bde232cbee36ac4e18b85526019b4466725ea29a059a3a7

Observation 829c0aff-4a38-4d10-8695-a3b04c60848e · outbound

This paper cites Qwen3 Technical Report.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Qwen3 Technical Report

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T19:45:50.094745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.094745Z digest=sha256:c688489f3305ded646f0d5e2735c4217cb53ed14249a059b3024875faff760bb

Observation d97ae74f-0e6a-4e09-afae-9f81028565f6 · outbound

This paper cites ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates

Reference 31

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no resolver link, observed 2026-08-15T19:45:50.098856Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.098856Z digest=sha256:c616dc852a9da1cf6a6cfaed6ae611d4cbd092e76ccc54223caede61e19a2a78

Observation 8878382b-3dd8-4836-bd9b-bbe338d8fe02 · outbound

This paper cites Arithmetic reasoning with llm: Prolog generation & permutation.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Arithmetic reasoning with llm: Prolog generation & permutation

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.643513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.103100Z digest=sha256:07d8ba908179c330f9087893b8c01fae7b7c049e497a5b4551bb1d371709a007

Observation 0ac0a848-2ba0-4e18-ba8d-225719edbe3c · outbound

This paper cites Satlm: Satisfiability-aided language models using declarative prompting.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Satlm: Satisfiability-aided language models using declarative prompting

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.629726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.107134Z digest=sha256:07b2ab0c354f078d36747117db78b77b4d9cf214483a4519c0a35667976979eb

Observation 97994574-6b0e-48af-a198-aa6829222efc · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 34

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no resolver link, observed 2026-08-15T19:45:50.111555Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.111555Z digest=sha256:1e4fc34160a6df69dcbda8359eb02d75ab8eaea84ca0b9d638a2fab9837d6531

Observation 82ab0175-1988-4299-bf8c-e383ff305144 · outbound

This paper cites Learning to Reason via Mixture-of-Thought for Logical Reasoning.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Learning to Reason via Mixture-of-Thought for Logical Reasoning

Reference 35

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no resolver link, observed 2026-08-15T19:45:50.116030Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.116030Z digest=sha256:7a5a92cc999ba31ce86e97e6bd80d29dbdeb4ab6b45af3700d3b19b5c0e43b30

Observation 428f32a4-dc5f-481a-9960-9bbd1e858c5b · outbound

This paper cites Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-15T19:45:50.120233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.120233Z digest=sha256:d383ecc0425dcaff6736113e61e977e28f5453e5f495a8e0c1fc1a36926530fc

Observation 23e0d614-6dba-4187-83b1-5d26c01c5d0b · outbound

This paper cites an unresolved cited work.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:45:50.615431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.125022Z digest=sha256:4cdc97cfa1a177384275913ddfdbd7633be375fed2e56dd851f93085b5206b99

Observation 6a12c092-23e3-4f5d-a737-eb8d42a9a0f6 · outbound

This paper cites result”: “No valid solution found.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs result”: “No valid solution found

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.599975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.129370Z digest=sha256:5a9e4d3d856a64f5ae1050b3a9e457c3122a7a680c81cc231e1b1d659cf8cce2

Observation 874152ec-c35f-4e60-915d-30ad3295d39e · outbound

This paper cites an unresolved cited work.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:45:50.585825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.133801Z digest=sha256:c122a1c263b11cf2f04f780e7b592765a5172f13e6c84083478852232740de95

Observation 90032a2e-66ab-48fb-b5c6-9a97731cb6b4 · outbound

This paper cites result”: “No valid solution found.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs result”: “No valid solution found

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.572199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.137932Z digest=sha256:e4faae487a4cac745f13d71eae9f7e55d0f60d3b6ec8c40a997a0daa03fbbd11

Observation 35b31971-583d-4243-b315-2eb9b924bc3f · outbound

This paper cites an unresolved cited work.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:45:50.557639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.142142Z digest=sha256:27cde84486b678ef74ff61266177c712e378d56b0bb0160a575a6e26724c53ee

Observation cd4d271d-c271-4f84-bea9-552b31f2703a · outbound

This paper cites what" (problem definition) rather than the.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs what" (problem definition) rather than the

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:45:50.543467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T19:45:50.146364Z digest=sha256:4ac0274e6b6166870693af214fbb79570ad68293497f82da224f118a657d4c57

Observation 7c153831-d1a7-4c86-b86f-860318272b96 · outbound

This paper cites doi: 10.1613/jair.1705.

ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs doi: 10.1613/jair.1705

Reference 2006

Resolution
unresolved
no resolver link, observed 2026-08-15T19:45:50.018128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:45:50.018128Z digest=sha256:732cba7c3641a131a19da19cabf553f179202f50c13b2bd5d56ba6eec38ef599

Pith citing papers

Observation 8c3e3710-6762-4055-a78f-5ea6c639ec9b · 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 ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Reference 245

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:40:41.488064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-12T08:40:40.910461Z digest=sha256:4b677ece35742256f265f2ec2ba669c3e16e24aa63faefaedaec426c3941eab3

Observation 7698d29e-1d54-4b0d-9dfe-a39678b756ee · inbound

A Survey of Reinforcement Learning for Large Reasoning Models cites this paper.

A Survey of Reinforcement Learning for Large Reasoning Models ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Reference 186

Resolution
verified exact
arxiv_id, observed 2026-05-18T00:05:31.647914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-18T00:02:24.352947Z digest=sha256:9b097b2ded2d63c4b570625fa81f898e4fc3e52a0309a24d55ad8dd83d45cda5

Observation bbea605d-7c17-468e-b0b3-0c2454daf9d6 · inbound

Towards Effective In-context Cross-domain Knowledge Transfer via Domain-invariant-neurons-based Retrieval cites this paper.

Towards Effective In-context Cross-domain Knowledge Transfer via Domain-invariant-neurons-based Retrieval ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T22:50:49.961788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-10T19:31:53.895388Z digest=sha256:134ec28083024a4c71d06c8b0b0a1e09605c922e76372f27acf6aba23c2012e8

Observation 8b98b741-d42d-4c3e-a965-fb54b0849ccc · inbound

HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment cites this paper.

HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Reference 36

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T09:23:37.529623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-05-10T05:23:08.478393Z digest=sha256:7eab8cb157d51a58d0eb1524916e1b95a660e8a62fe0c67c5d2040cc16b58bd6

Observation 5a8ef766-02c3-4502-a8e9-e494f2cbdbfc · inbound

The Scaling Properties of Implicit Deductive Reasoning in Transformers cites this paper.

The Scaling Properties of Implicit Deductive Reasoning in Transformers ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:56:06.370528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-08T16:56:53.056292Z digest=sha256:d5538c8e2efcd6cba99be4be65f701e4332dc07de93f116b0cc88fb69532d333

Observation ae377bd7-e23c-4e33-8c52-a26ee4049065 · inbound

The Scaling Properties of Implicit Deductive Reasoning in Transformers cites this paper.

The Scaling Properties of Implicit Deductive Reasoning in Transformers ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-02T14:54:18.678198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T14:54:18.678198Z digest=sha256:3a2d43b3891e13f3d360796a014b5ea2b9cb7b12b5240ddbd490b44229dad0b8

Observation 58d407e0-97fa-4b88-b3a9-03be5d5850c3 · inbound

Harmony in Diversity: Multi-domain Contrastive Policy Optimization for Large Reasoning Models cites this paper.

Harmony in Diversity: Multi-domain Contrastive Policy Optimization for Large Reasoning Models ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-06-29T22:24:00.450746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-29T22:18:10.508034Z digest=sha256:f5ab96c79fe3dfbe35a99c1a8d9ab356e199c34e62b537ba153c1a61aeb67497

Observation 4fcc97be-5bd1-476d-8ce5-e82d0cb265f9 · inbound

PrologMCP: A Standardized Prolog Tool Interface for LLM Agents cites this paper.

PrologMCP: A Standardized Prolog Tool Interface for LLM Agents ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-07-03T17:18:43.261543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-27T04:26:22.116601Z digest=sha256:b4519db2b7974a5958d9e7043fbca2d97c2ddb77635b7a659b6b8abd806a7b36

Observation 3faec7a0-a682-4410-bfac-1abc681f6ce5 · inbound

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning cites this paper.

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning ProtoReasoning: Prototypes as the Foundation for Generalizable Reasoning in LLMs

Reference 93

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T20:38:55.907381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-27T01:13:11.483599Z digest=sha256:7698406cfa66bab51020e7f05abcae3e3169c7d402f8403b5baa7400fc8785ff