Pith. sign in

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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.119102Z digest=sha256:f046a6236c308bedbfdbca27529c1661a153f6d2f486b76d5aba85939f797d2f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.124330Z digest=sha256:8cf26588165f699ea830a55e1376d22d75586909e752930dd90b7c3219ac015f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.139475Z digest=sha256:38f8259a7f033a2d6c80818da104e59258f581ba5a27fd5796ab7a0a447dd5e7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.129437Z digest=sha256:ab5b964ef7c7ae0fd33a1196cf668507f15b48c03f72ac7fe9ad464b255f91d2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.134721Z digest=sha256:df3d2129136c3ae7511f753a4e45a3d4d9e61217411568a211a14458edebdfc0

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.144316Z digest=sha256:b2a0fef973e93adc7f7a3604ac44112fc7080b6ef260a7c7dc29781ec72fe824

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.149235Z digest=sha256:7b399928ebcf32ea632f0670f198d8f29499e2db4d0193659eece5bbda3dfcf2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.158668Z digest=sha256:7db51f92f9fadca7970d60ee3f5059270865150844f9c225262c90d789db1989

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.163476Z digest=sha256:0f2cd060dc0791d4a20e0b7296544a077625ba197af75e1564c66dff3bbf932d

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.167915Z digest=sha256:7fc03155154639d3a3f363f002025f428c31522f18e21625f0349c938f23625e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.172770Z digest=sha256:3c56301fe35d643faab6d3404fc7fe8d1550b35cfebaa89faf31402e8d017c62

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.177260Z digest=sha256:4e9b42def60c8ed14ea2e2f565577375b38d12112bd52e9781385c2da878c627

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.182013Z digest=sha256:790f067cfbc078efae9a697edcd8ee086bf0e95a3ef2374eff1771c6d216504a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.186603Z digest=sha256:db933aa89151b0e9f2654027915cb820418cb3e5af36cfd670b842666239d06f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.196202Z digest=sha256:d61ec6cb9bc3d2c6adb236a5197227ec0546b8f69350e9de87e042d912f0d51d

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.200856Z digest=sha256:441f3641b7e990f035d164c937dcb93aa84f1cebf97134c307b3bf0b6228becd

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.205630Z digest=sha256:194d2967c3f3b1696dd30ddbc1e81cc9cbd3a579d4798752aa9928f54cd8f74c

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.210347Z digest=sha256:c7081439d900c3bf71ebf4969946418010f490f232cc32fb8d22ad5b4819c8ca

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.218516Z digest=sha256:5aafca93e40eb3f52aeb6f095571d01f869683fb145b8e05bdf2f96055ae295a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.222511Z digest=sha256:5649fbc0bdd8e14499275d05c823621e43adbf0bbcfbf93a0c3baae3fa9c6ff6

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.226802Z digest=sha256:80ab5b37f6f501d8ad0ca1a5ab573324834ef95d39a1c56195c32c4fb6fdfa29

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.234839Z digest=sha256:2ce79174dfe53e76e26e1f57941105bfedaaa6eac14b0780bc8553bf8497b296

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.239097Z digest=sha256:cb9c70a371c8e01207853d353126be1b1ed0700c0015b0d7d27483f7237154b3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.243510Z digest=sha256:bd7c7d020a08ac02eb430bf4f73fa5bdba1863902a7c7daeca216cee12cacf9d

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.248058Z digest=sha256:861cd295492b8c50dd57b754b6d4cabad823b36e856a3c76d790d5101898ba82

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-10T23:18:55.252776Z digest=sha256:157db31a65ed9520d2dda8dd3bb674ed85cbd0d274abf80a04976b8d12b00564

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-15T19:09:37.554534Z digest=sha256:489520c8205c7ca6bcd0e8e8aad9a2402a564770df7ea0b58ed77cbf0605aff7

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-28T22:20:42.780296Z digest=sha256:9aac012064b695c0cca2b11b3f9096b5eafa7a09b9a89f4e7d6b9e90e3c6dce4

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