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Paper Citation Record · LEDGER

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective

As of 9 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2505.23833.

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

pith.paper-citation-record.v1
2505.23833 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:20:17.549711Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

  • verified exact1
  • verified fuzzy16
  • unresolved10
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 95c51a5d-0ac8-4f22-9fc4-ccdb417a072e · outbound

This paper cites For abstract reasoning, however, we require a more nuanced form of invariance:symbolic invariance.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective For abstract reasoning, however, we require a more nuanced form of invariance:symbolic invariance

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:24.062635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:15.095231Z digest=sha256:c391d81c85a10ae30956b59aeb6ec0c4ad7ec77e95d4c5cd49fed60d4701271b

Observation 02b59d67-148b-4130-8a89-83d07f466edd · outbound

This paper cites In abstract reasoning, however, the emphasis is on learning acomposite process H=Re◦f.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective In abstract reasoning, however, the emphasis is on learning acomposite process H=Re◦f

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:23.864184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:15.203702Z digest=sha256:0a8bf6412926780d9ce1f6188830472e61f2a4d0de7928b25831bd1570beff5d

Observation 477b475f-3086-4ad7-ab61-661d4a6c0449 · outbound

This paper cites A hallmark of abstract reasoning is the ability to distill complex, concrete instances into concise, abstract features.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective A hallmark of abstract reasoning is the ability to distill complex, concrete instances into concise, abstract features

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:23.164379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:15.338325Z digest=sha256:5c7d9fa988dbbd0182ef915bb1c6412f90e917e2948de9057ae6eaa829a26a49

Observation 8c5e7ca1-07aa-4bbe-962e-5024c5d32e0f · outbound

This paper cites an unresolved cited work.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:20:22.795664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:15.410498Z digest=sha256:8bfc141b0fad067bdddd6b271e4ab0ee1c271cd7d421d893a1980d7505df56d9

Observation 1f6506ff-6736-4072-bf09-df95235345f2 · outbound

This paper cites Morris, M.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Morris, M

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T13:20:14.731551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:20:14.731551Z digest=sha256:dac3199d5140ad343ad690b22ebaf432601b86d43d7259fa46140fe8b4c1d69d

Observation 79c63e26-dc42-47ef-8529-94fcbef894b5 · outbound

This paper cites Write down **4**.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Write down **4**

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:20.619275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:16.734434Z digest=sha256:ee2067108a2084e2ce124e68a5df060515e8b96b27edfd0d4dd1d71d1ef29891

Observation f813aa4a-6886-4207-99df-2442274d472c · outbound

This paper cites Yi: Open Foundation Models by 01.AI.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Yi: Open Foundation Models by 01.AI

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T13:20:14.989901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:20:14.989901Z digest=sha256:1bde76b498f00e01762450380080975c70e686d5b6d242aff065f9aad3d35eb1

Observation 63364350-752b-4a69-b33d-f8478016d8eb · outbound

This paper cites This vocabulary is filtered to retain only single-character alphanumeric tokens (e.g., ‘a’-‘z’, ‘A’-‘Z’, ‘0’-‘9’ that are treated as individual tokens).

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective This vocabulary is filtered to retain only single-character alphanumeric tokens (e.g., ‘a’-‘z’, ‘A’-‘Z’, ‘0’-‘9’ that are treated as individual tokens)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:22.650642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:15.541671Z digest=sha256:3cb31ebeddce4d5679eaaebb82824e7d9b2a6668d250f24f660b4283524b817f

Observation 881cd55b-4f93-4605-92cc-363a8f2a206d · outbound

This paper cites an unresolved cited work.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:20:22.508314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:15.647218Z digest=sha256:a42650706a9b6b99b1945113a16f1b476566927973eb55086a5e1e05f0d59b9a

Observation b024b78f-4c5d-4562-836e-625e40e1bf7f · outbound

This paper cites Here, S′ cand is a randomly selected subset of Scand such that |S′ cand|=|U orig|.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Here, S′ cand is a randomly selected subset of Scand such that |S′ cand|=|U orig|

Reference 14

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T13:20:22.349996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:15.714190Z digest=sha256:af2dae616b327ff869645078a0bad529c628ffa5a3111e8644140a5a4213afad

Observation f4fa4643-f10d-4ec6-9a7b-e509ad1b75f0 · outbound

This paper cites Untrained.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Untrained

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:22.212964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:15.844820Z digest=sha256:417f0b5e1040c82e78e76dc8448bdd35abad5c77ec4ee89f7950112c44a83791

Observation 76a02e21-9c07-449c-9afb-254ef7b4e1db · outbound

This paper cites Answer: The answer is{your answer}.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Answer: The answer is{your answer}

Reference 16

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T13:20:22.022789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:15.968670Z digest=sha256:db3813d42e8ea650c6f748a09636eb5cedcbb3fc96cf1281e405a9796bba60ed

Observation 4f0b5225-87c2-4169-bdc2-3f75472bf091 · outbound

This paper cites Write down **1**.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Write down **1**

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:21.791158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:16.065365Z digest=sha256:277ba7d1b0fea00e12ea28ebc78e4e8b125fb2c5665700f1c79c7b1430589449

Observation 108bd19c-a287-4cd4-afc1-c092ecdca788 · outbound

This paper cites Write down **1**.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Write down **1**

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:21.545184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:16.161172Z digest=sha256:35bf47d878c6cf49e7e8c102b5d6f092a294020ada4c417e51c41c8643d3c1d1

Observation 40ec0589-4601-4b6a-b3c0-11998de21b02 · outbound

This paper cites Since 6 is greater than or equal to 5, we subtract 5 and carry over 1 to the next column.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Since 6 is greater than or equal to 5, we subtract 5 and carry over 1 to the next column

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:21.313061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:16.360800Z digest=sha256:c6c050bb693beba28bbbf1bf0429c775a8df0495a5b4beae1aab9c2443a3b2ad

Observation 4526ca36-29f3-4a0d-9693-665f0fdfd353 · outbound

This paper cites Write down **2**.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Write down **2**

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:21.034868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:16.441582Z digest=sha256:d3bee2b36f3cd18e8e95d2f9d6fb6027d36b72ebe1e07f18165514da96bd4c20

Observation b5beda5c-48d1-4ab1-a7b1-2d8928ef9af3 · outbound

This paper cites Write down **2**.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Write down **2**

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:20.811620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:16.580524Z digest=sha256:0fd5311d70947e1c2502889a3fc48ea6bff56bf7079983b278a5ccd2c4c3755b

Observation ed9935a0-2ff1-4041-a558-8d22f949bac8 · outbound

This paper cites Step 2, part 3,.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Step 2, part 3,

Reference 23

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T13:20:20.373337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:16.816479Z digest=sha256:63e04f0db8e53a7e246ca13ae5fe166cbe8fb5c8bc1c1424ffdc755954156aea

Observation a0da4de3-3a7c-43cd-a9a1-c39d66822784 · outbound

This paper cites - First string: ZZ333ZZ3 becomes 00111001.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective - First string: ZZ333ZZ3 becomes 00111001

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:20.100668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:16.907226Z digest=sha256:155dfb079550cc66e9059becb256360caeb99121569ab658e95211c7af0ab942

Observation e904a78a-e9ee-4637-8663-2a6fc97216d5 · outbound

This paper cites an unresolved cited work.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:20:19.845594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:17.120365Z digest=sha256:b1801402721787f349d49492c898b2098afd3e69338cbeb1ff95f4893f1a84f8

Observation 0f411e70-5504-4f4e-937f-44d8bfe62028 · outbound

This paper cites - 00010000 becomes ZZZ3ZZZZ.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective - 00010000 becomes ZZZ3ZZZZ

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:19.554447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:17.191062Z digest=sha256:d5d8482bf85001e0c1a1362a2c2870d3b3385a52cd93884c0cd29c3ce01cd23f

Observation 93d27a22-457b-41db-8ef3-e9902bb6c4f9 · outbound

This paper cites Final Answer: The final answer is $\boxed{ZZZ3ZZZZ}$ Analysis of Model’s Reasoning:The model’s ‘raw output’ clearly articulates a successful multi-step abstract reasoning process:.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Final Answer: The final answer is $\boxed{ZZZ3ZZZZ}$ Analysis of Model’s Reasoning:The model’s ‘raw output’ clearly articulates a successful multi-step abstract reasoning process:

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:19.325196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:17.322433Z digest=sha256:b993cd1bca67018908c8837bc35a97f8070d78febc5052c01f7977d4a5378965

Observation a802f596-7120-47f4-84a7-30b776d96359 · outbound

This paper cites an unresolved cited work.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:20:18.957285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:17.429974Z digest=sha256:49ef26c81032a314294060ef63b7f609ac374cb2d663fb331ed9cfb396c1086a

Observation 54c2c77d-bfc8-4842-a80d-ac9e35a99d95 · outbound

This paper cites It then performs this operation flawlessly, yielding the binary result ‘00010000’.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective It then performs this operation flawlessly, yielding the binary result ‘00010000’

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:18.565888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:17.475096Z digest=sha256:dacc05beb11e2fa47698e2ce42471e5388a65bae5bf1971b527e668442ecf197

Observation ca9600cd-ec61-4008-be5b-b54ff3e6015f · outbound

This paper cites meta- llama/Llama-3.1-8B-Instruct.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective meta- llama/Llama-3.1-8B-Instruct

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:20:18.266389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:17.549711Z digest=sha256:b5c2cd4daa57c36050d413159bbef34cf6fe74910590627e8f4322a437c59a8c

Observation b448af61-139e-4ab1-b19f-cc490692621d · outbound

This paper cites A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-07T13:20:14.454867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:20:14.454867Z digest=sha256:2dac62777de25de01a68de42ebde9c34b45a344637db25f8dfdf7f7b586d1363

Observation 14c51d1a-671c-416a-b0d7-ead9c8f5f2b8 · outbound

This paper cites Qwen2.5 Technical Report.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Qwen2.5 Technical Report

Reference 102

Resolution
unresolved
no resolver link, observed 2026-08-07T13:20:14.866434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:20:14.866434Z digest=sha256:deba72f194bf9fb39e594327b524dd4bbb52c4ba96ac496740696b1f31fdb7ef

Observation ceb30b4f-e9d3-472b-be32-1dccc7d30526 · outbound

This paper cites Neural networks for abstraction and reasoning: Towards broad generalization in machines.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Neural networks for abstraction and reasoning: Towards broad generalization in machines

Reference 520

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:20:18.004886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T13:20:14.311152Z digest=sha256:1bdbfa08de2758a47fb74a0040d6abe4d1f000ce2e50946d9b5511a0995eaf4b

Observation b34013e7-5cf0-46a8-904e-534902e1093b · outbound

This paper cites Holland, J.Induction: Processes of inference, learning, and discovery, volume 292.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective Holland, J.Induction: Processes of inference, learning, and discovery, volume 292

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T13:20:14.355469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:20:14.355469Z digest=sha256:747b7068fdf026e03c9b402e1e2aa1f0564ec70622cf4ee4af6ef506058cbde2

Observation 797fcc2b-8362-476b-acdd-4f13de9e9af2 · outbound

This paper cites GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models.

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T13:20:14.606653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:20:14.606653Z digest=sha256:12795f9564a583ab181f8ff26438cd9aa0acbeaa61bf798dc7bd563bae941ce9

Pith citing papers

No inbound Pith citation observations are available.