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Paper Citation Record · LEDGER

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective

As of 16 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:15.095231Z digest=sha256:02140cc08cacdc41ac2b239430731c18b8e126a470e04832adc220fec5201400

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:15.203702Z digest=sha256:f0510580557155d021f369e782c418fcdf8768201bfe7913c047103a836ba6f6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:15.338325Z digest=sha256:ef7ee4e8b5619ec3027125a2ba23e7ca92c7078bd88f10842e283e116cecb570

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:15.410498Z digest=sha256:b5898a36b6386cbde5d65d74835a7f09748ec707df18cef7d8e6a91268aa459f

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:fc6d407cfcbcaaab6f2754ddf521d2c08dd5fbbeb1a7507e427c1345b3c0b883

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:16.734434Z digest=sha256:9309b01ccdb0adbbb548ce4a724e7b2da0a3127a0aa1590066b33cbd0e4c0a6c

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:da71365598fd4f517d917c8f79aca75689f343aa0c9431115bf2c734b27d7380

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:15.541671Z digest=sha256:8ce0b48d3603b09ba23526c9497f68b251194a67eab376813f77d79a039a7b0e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:15.647218Z digest=sha256:5b960e95cf5f460b253e61b8a749e9bc37a15e0f965fb88338caaf5b165f9cc1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:15.714190Z digest=sha256:f0fb58c9cef7bd22b5a2e81471c60da39201d78d78607c99ab68504d10597ebc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:15.844820Z digest=sha256:745a2789257284fb22cbbacc752d41afc8f57a4b5a5437a5273a1abff2da02f0

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:15.968670Z digest=sha256:527732290a5c0e3105e1f383a1d46a7d7df4c9fd53e49af27c0d515e3cf711ac

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:16.065365Z digest=sha256:fc27ddf314f54d0ae35cddb1dacf5279ad3f0e32bcac4d7406d4f0c8f750d939

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:16.161172Z digest=sha256:152963c36dfcdeb9b3069809492947c60664054cc3db33ad0301eb67990205fc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:16.360800Z digest=sha256:b98ce61e6b361057e70fd988fe99aa6ea45bc96da8a5600ce1918a68bd7b90c5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:16.441582Z digest=sha256:8d82cb32d07910573474e5889e5430fd363acb99689f90168551a4f6461ffc1f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:16.580524Z digest=sha256:ab942aebdade8672ea058836d64c27417b2f63bf88a015d125f21990fdfefbdb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:16.816479Z digest=sha256:dddb108fcc78da3f5ea1ea402c41aaccbe9ae43b7f591662837f869ba1eeea0e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:16.907226Z digest=sha256:b54eff9755b985f1e3adc708f9c309625a4d26392ca51c670ea0021bd6c7b10f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:17.120365Z digest=sha256:bb4d3135126a097ad6bb9efdb4d0bf80ed3531edce304ee308f93597a1a9f0a8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:17.191062Z digest=sha256:be751571587b8a4648e5569c92f676467e94c6744d80105e02854a1932b27f17

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:17.322433Z digest=sha256:a3ba900ce1c7a9ae613fa82d649d481d45613daae6aae6890e69781a1d22edeb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:17.429974Z digest=sha256:8a7c298913e9150bd0868185cc099529e3a9ee4790c35be927948d4e7b121bfc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:17.475096Z digest=sha256:6b8ae8bf5d231cbccfb99876c9e44c8784c8e877cfd897ca62d471c9b3f9548b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:17.549711Z digest=sha256:ba44fc2e959114a38cd68a539873f749b46d7e773779e50b3b20dc23344d4672

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:d8034d0695626f56f97988177d7094b8dcd4361c82068e7f45e8febae2dbff5d

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=sha256:2a536736f872f1792c839347b7864d03c528aff7f5ca383e53cdde9bc3d882e6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T13:20:14.311152Z digest=sha256:2427dab7f9751199358a5378ac4feb18cfdb21260962ae1999dc737751047bc9

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:ec359e2464422a69c2018f02eba3469ccf314e01db7cb2b95a0e6c0c5a9f0632

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=sha256:5fde624485b101a2d19cb34848b0dc8ae198d1ed9a872067b3a42d5590c75eae

Pith citing papers

No inbound Pith citation observations are available.