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Paper Citation Record · LEDGER

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner

As of 23 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 3 inbound Pith citation observations for arXiv:2412.20662.

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

pith.paper-citation-record.v1
2412.20662 v3

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:18:55.252776Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T05:30:04.657199Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T22:22:43.472945Z

Reference resolution

27 of 27 outbound references displayed

  • verified exact0
  • verified fuzzy16
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 173ad89a-9010-4d31-a8cd-2674b47ae29b · outbound

This paper cites an unresolved cited work.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:18:55.794818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.119102Z digest=sha256:e01850c9d2afe08f6039b10d81a8997437f9de3a6db7ef20a2f2435927310de9

Observation e5684752-7421-46d5-abe7-d33878ddd67a · outbound

This paper cites Prompt 10: Simplified prompt template for VLLMs on table recog- nition tasks.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Prompt 10: Simplified prompt template for VLLMs on table recog- nition tasks

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.780524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.124330Z digest=sha256:20117de864a2046980e39587b7f33776a574929efa0623ad3551e7c355dc80f1

Observation a3bd2f29-8d7b-4c06-8086-5646dff53346 · outbound

This paper cites Figure 11: Chain-of-Thought prompt template for VLLMs on table recognition tasks.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Figure 11: Chain-of-Thought prompt template for VLLMs on table recognition tasks

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.736106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.139475Z digest=sha256:f5e1ba83caa75e676d3dccc398903ef3c25b0c25866ed16cb8bd61925bab4296

Observation 5a9eaec8-f134-43bb-8946-9d0e2eabcb8d · outbound

This paper cites an unresolved cited work.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:18:55.766595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.129437Z digest=sha256:3afa6eb176e989043ffa8386ea16adc8199549fd878e3afffca008d19c906744

Observation 35e8b192-2ebf-4148-a865-c2baf7d97d13 · outbound

This paper cites Use rowspan and colspan to better interpret the structure information of the table.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Use rowspan and colspan to better interpret the structure information of the table

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.751165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.134721Z digest=sha256:cffe2311823e7417dccac810a3a8e78f7a13a18a83fb48649d70292f5622ee6a

Observation 683942c2-cfae-4ab1-a278-b35e2627374c · outbound

This paper cites an unresolved cited work.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:18:55.721269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.144316Z digest=sha256:d58d2b1a58d4dd91e1c97ceb01930051e54cc3ecce95d0648889b478e2c20ae1

Observation 9e2facfe-e7fd-4c01-b2dc-aee6666d9fd2 · outbound

This paper cites The row and column numbers start from 1.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner The row and column numbers start from 1

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.706405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.149235Z digest=sha256:290c29cc555c60c902764aede3b66bd0121e88b11f0f20d141fb8c475959dabd

Observation 34535298-2e19-4a22-baf2-306f0f526492 · outbound

This paper cites chain_of_thought.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner chain_of_thought

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.677989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.158668Z digest=sha256:15c5e1d4d59eb5624f269e656da7975c140b56b4c9558ba9ba3aff29bcae1397

Observation bb12dc7b-42a1-48fd-a279-0bc4be4f6c0f · outbound

This paper cites an unresolved cited work.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:18:55.663174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.163476Z digest=sha256:f546eabde90a2340142420366e54f971093e4f2a4822ef297b2c2ee207250e9c

Observation 36fdf4fe-c743-4b54-8933-f84299c16159 · outbound

This paper cites If there are merged cells, return a list of type string.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner If there are merged cells, return a list of type string

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.648583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.167915Z digest=sha256:f1d8e1879023d8f52e25962c339285dd750951923b94133aa014852fef53bcdf

Observation 560949e0-f4b3-4687-b59a-d88776c6916c · outbound

This paper cites an unresolved cited work.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:18:55.633435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.172770Z digest=sha256:806bbf153a7b816ff06a16b64202ed18ca6c91fa0d6490252b26a499e022d83f

Observation 2302cccd-6035-40e1-b775-75eb9c0856c6 · outbound

This paper cites chain_of_thought.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner chain_of_thought

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.619123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.177260Z digest=sha256:960c64c3cc0d90f4b8f06367e4758df21b94a2f4fba6b8fc2934f1a24bcd838d

Observation e20844cb-b068-43c5-8037-1da66f8ab7cd · outbound

This paper cites The row and column numbers start from 1.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner The row and column numbers start from 1

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.604770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.182013Z digest=sha256:a9ede9b3670c9e19b07b4cd4f9d6d920fcdb0a9e567de7eb7a7e5fc9181fb402

Observation b1d5e642-4723-4c1d-b39a-c2cb808c53c7 · outbound

This paper cites an unresolved cited work.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:18:55.591750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.186603Z digest=sha256:5aa350be3271287cb3fe5ca2176cd22d1ae56767cc50d08f43a7936f8c5281fd

Observation d8cd8ee4-056d-4086-868c-1260c6c44197 · outbound

This paper cites chain_of_thought.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner chain_of_thought

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.578740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.196202Z digest=sha256:7a7015a9a0bef9f96d1ae65bd61d43ab28fa12dc78961394baab13dc858aa9e8

Observation df979f20-fe65-40dc-b9e7-ee368342be76 · outbound

This paper cites The row and column numbers start from 1.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner The row and column numbers start from 1

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.564820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.200856Z digest=sha256:8ae8945e622b578a2afcf46aac5f57e194b78cf424494508a0ddc7e20b1f3bcd

Observation 680cc866-4983-4215-b06d-a83771f0d79e · outbound

This paper cites an unresolved cited work.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:18:55.549889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.205630Z digest=sha256:70ea3ad3c759e4051758c4a96cd279f472d37fef9485d1a43ccac617a2f6f6e2

Observation 0964dfae-6c40-4217-bbf7-273d5c3d962f · outbound

This paper cites an unresolved cited work.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:18:55.535296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.210347Z digest=sha256:219c84150670f9c2ed7f029abb4381e2c21e62ed72ec8e91cd30ac32eb5e5d8a

Observation d491af3d-9900-4a99-80ed-63b362b85cc9 · outbound

This paper cites chain_of_thought.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner chain_of_thought

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.519079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.218516Z digest=sha256:feeea73040d0035d87f29eee8b5c1997ab18fdff328d1853275fb3f27a4da270

Observation aa7851a5-b772-4e85-87ab-13554e72b8b7 · outbound

This paper cites an unresolved cited work.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:18:55.503409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.222511Z digest=sha256:56638dc942e6602c822794d48a45efd8a17310cb09740a2fddcb53eeeb2de835

Observation 4a9cc5b3-77ac-47fd-b60d-0109fa5b66d3 · outbound

This paper cites Returns a list of string types in the json "content" field.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Returns a list of string types in the json "content" field

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.486706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.226802Z digest=sha256:dc23eb03bc4aceae591bb033430b37c13ee2b41c4fc67e9a61e1edebc4026231

Observation 9e519a02-0ed0-497d-b56c-f7e6b50f30ec · outbound

This paper cites content" value must be a string list. {.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner content" value must be a string list. {

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.471605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.234839Z digest=sha256:dfa95179e7c924d94f23f8d71b9c57f19e13fc3eba0c4960c006a9fe7052b1e7

Observation b550cdf9-c527-4b66-9e8e-856886705590 · outbound

This paper cites an unresolved cited work.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-10T23:18:55.456172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.239097Z digest=sha256:a12fee960720144acb9d439fb110db0f6a83e939235b5156ecdc76ef173b82d5

Observation cbdb17c4-3ba3-4502-b0ee-f05af00f2ea1 · outbound

This paper cites Returns a list of string types in the json "content" field.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner Returns a list of string types in the json "content" field

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.440621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.243510Z digest=sha256:615582c4b28355a2898d13b65233543053056ceb91c1751bbd269b80eff861db

Observation 0557e64a-f00b-42fc-8a1b-b7025acbb97c · outbound

This paper cites When counting the number of rows and columns, the header and body of the table are also counted.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner When counting the number of rows and columns, the header and body of the table are also counted

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.692387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.248058Z digest=sha256:e8791df82530164e0fc4ebb15e8f6dd184c8545839160cfe30ab1d13261c42a9

Observation 44b0addf-812d-48f2-bdd3-93f91dec45f9 · outbound

This paper cites chain_of_thought.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner chain_of_thought

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T23:18:55.423656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T23:18:55.252776Z digest=sha256:4a9396d138d8500b5c6aa344d0cc063d8f731eb8e80e827c57a6923e167d8bbe

Observation 8cf1a72a-ee0d-4302-b3dc-d64f50930285 · outbound

This paper cites [Wang et al., 2024a] Jiahao Wang, Mingyue Cheng, et al.

Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner [Wang et al., 2024a] Jiahao Wang, Mingyue Cheng, et al

Reference 1464

Resolution
unresolved
no resolver link, observed 2026-08-10T23:18:55.112640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:18:55.112640Z digest=sha256:13145eff3dfa3cae7b425bd9f5c4335a35449aa358e13b79166a107593a97bfd

Pith citing papers

Observation f9e88a03-8ee4-48f0-9d8f-5b9ed8a96615 · inbound

TableNet A Large-Scale Table Dataset with LLM-Powered Autonomous cites this paper.

TableNet A Large-Scale Table Dataset with LLM-Powered Autonomous Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-15T19:10:15.590372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-15T19:09:37.554534Z digest=sha256:661fa87fa371baf7c4a418506d57d1bdc5a86757a473f3f3999ce3d80612a24b

Observation a581f615-f070-438a-a466-4a6f699188bb · inbound

Semantic Triplet Restoration: A Novel Protocol for Hierarchical Table Understanding in Large Language Models cites this paper.

Semantic Triplet Restoration: A Novel Protocol for Hierarchical Table Understanding in Large Language Models Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-06-28T22:22:43.474355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-28T22:20:42.780296Z digest=sha256:a6b3fe521a57d969c8b3972d7eddf47ed5b9ec33e565504aff5db947558e63dd

Observation 41700b40-250f-4351-a40b-518bf1cb5984 · inbound

LLM-as-a-Judge Scores Are Unreliable Optimization Signals in Closed-Loop Table Recognition cites this paper.

LLM-as-a-Judge Scores Are Unreliable Optimization Signals in Closed-Loop Table Recognition Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-02T05:30:04.657199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T05:30:04.657199Z digest=sha256:8e9ed0266c041a98b60ee9b47c1b1182443f810881f9e18493e3efa195217d52