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Paper Citation Record · LEDGER

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective

As of 7 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:15.095231Z digest=sha256:ac0d727d703844de53b6a1758ff5d6a344665397a0b1d75174a644cf4ff0be2f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:15.203702Z digest=sha256:ac47cc1909116db55b6b33ec24f3f4831d180bea19a979c4a2a3c945f843a04a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:15.338325Z digest=sha256:f5e4a7076c7fa77bb2f6e5d4dca1b401cbc37bee6e93bd27bffa94d3e3816aa7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:15.410498Z digest=sha256:335d12728194f0e200c17c973a128ae2e2e82ef15af908ebba4abbacafec7fe2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:16.734434Z digest=sha256:c605ff0959200327a822e0db361259a068c9679b2106d84130650b5c6c835bb0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:15.541671Z digest=sha256:1c2df2c3650d8bae7d8f96bc8d14a087a4ab00b6cf64b838dcd73076d2aabbe3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:15.647218Z digest=sha256:648d70880f8e96330c097f641a8c70d1d25e8de2af47f4c8942a7df14e2b09ee

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:15.714190Z digest=sha256:9a8459f78d1873c60bf14df696e9f520c032611d0df4e5d75da96ae05d3967d1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:15.844820Z digest=sha256:38dd3418f3a780bf6ef6f53aa2da5656c2070f9d9ecece91307b7d1d4ebb7ddb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:15.968670Z digest=sha256:09bf32430602475d351da022642b82a34e7c3e26f5c1d743fc579c43856ded85

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:16.065365Z digest=sha256:7372ec44bd55dc4326d76afab347d65ca8ce0114602bc5ba9ae4c6a37f53b9a9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:16.161172Z digest=sha256:52b09da0681e678f70cc6be3ecc6409633673be044cdd85ef6146f6f6129ce40

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:16.360800Z digest=sha256:74fcfaebe2e78876aa69251194c95743adb53e99fc184dd59ebaeec9a43ff307

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:16.441582Z digest=sha256:46a472135eb3361697b47a3850187c3193b8d0b6c1452db5906c3184e0ed46d9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:16.580524Z digest=sha256:a3ea335097c6dd35273666c809310db79f6415a51e1e7a8822d9422a2de44c23

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:16.816479Z digest=sha256:184ee0c7da4615ba2237b7af368f7e20a93eef98163dbe3fdc92bacd4189e88d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:16.907226Z digest=sha256:42ad6cc6f2649694dcfc1cba14c8d462bf359f7efb7ba7376c3a7d30aa1aca9d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:17.120365Z digest=sha256:7a09329099a4175f90648b6fb6d593a047ac1034de3ce364f13e9fe8eabd863f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:17.191062Z digest=sha256:f0c7d0b9997155172fd6c536d4f8c4bee2f653e89a7c0e581ac380c2e1eca8bc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:17.322433Z digest=sha256:ad9e351cf5e83762dd26ab645ba3c68d5077e92580ad87387ed2212bdedcf41e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:17.429974Z digest=sha256:480529a965d391b3d8a3a013392f03d16fca0969fc277578406ce441bac7beed

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:17.475096Z digest=sha256:df41774f982669588469b340d07137f0f2c421bf53f2c6e23989daf4ac99fd59

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:17.549711Z digest=sha256:27bbedb282518e307eaec3a0964c14ea18755465aad995fd0ade2ab789216fb9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T13:20:14.311152Z digest=sha256:f04267a698423d50e660bc377108bf4304b7361d4ad22e6e7e02c2376feec073

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.