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Paper Citation Record · LEDGER

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

As of 19 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.119102Z digest=sha256:d5fb8c88f54fa98c9e9a83ac2ec52daf487c6defe246e6a24dbb249c80a40f07

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.124330Z digest=sha256:f89c13ed6310a956b927facdba998e5b95557e1a2f40f73a4f30cb437b01687c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.139475Z digest=sha256:97f05f3d2ad501e9a31089acc9af71fb6d61b5df91db78e75aee8cd54bd89d29

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.129437Z digest=sha256:9cbda228fd17a0bcefd503ae0e7e3ff9097de5b65d5b732e732f6cde2620ddb3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.134721Z digest=sha256:3b434f10e0c35435ad77da339588b8a820723b8f439fd5af01fcfd1b4d4e5cde

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.144316Z digest=sha256:7b4aee01748fd688e6bc3b7fb12e32a3be14a2f56e4ffdac1f4d0df2c40a85a1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.149235Z digest=sha256:4567e6cc636f9589ae9c9f407971ce6a51cabe53fe88e573a0161f0cff21f0fd

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.158668Z digest=sha256:8e97bd3f3626a1d368b470478291f0414ef23e0ff14b95b624ad70cc338cb7c9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.163476Z digest=sha256:cd5b446ee57276ee262b453fb00232a9b8496c0f39c9e903ea6435487c6451ef

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.167915Z digest=sha256:2425727f2586fb099614a161d4ba5e4c3f43ddab1c9b0340a987a8d38e4efc59

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.172770Z digest=sha256:eb4e1d1ace26f6a8b57dd78f62e8c58a771682aea44298ac66950c80aba2adeb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.177260Z digest=sha256:1ab3b5cceb7dcc26dac10830713c9aec3b1d91bac70ffaf5dd83128b4f62e3b1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.182013Z digest=sha256:551e95820467b1bbf8b4f92581ed80bf16885a7ae56d83c8877eb119be88314a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.186603Z digest=sha256:b6a9c066220023dd7360ab29c01a321582f5b4b20a9a034934aecd515f430cbb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.196202Z digest=sha256:80c2dcea21eb3e4a82adc7c685ca635c8e4d070d050ea94504791c70974cdfe5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.200856Z digest=sha256:e10c906172c07e269073cdebcd7dfa05d371725d8e42178db21beb3ef7517aaf

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.205630Z digest=sha256:f560bf107e46f29f446741b4bff0f306cd15ffd697717000913ce7ee449a020b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.210347Z digest=sha256:92b847ddabf89d86110b57845416584130b8953a160bfdf86fbb5f6709a83460

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.218516Z digest=sha256:489e00b98e738e15fbb3fb7ea1bf0c6072a3a317d836039fa1858a3e20a6f16d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.222511Z digest=sha256:9fb523018fe0db9fa9f5896d8ac5a7666b9bdff63f836c7f30f63be7563c519b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.226802Z digest=sha256:61f7957c1e58c9bb2cd9e097ab369c5af5ccc0ed8d782867811ca1109a9c5f0d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.234839Z digest=sha256:0ed255e8d0085bcffc0c6c00dc220f43c55b347e9188d1ece8b9e4baf7c2f56c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.239097Z digest=sha256:6cdb6a135783a4b5d76f42f6e4f7bd1739943ee5b7435d123f0ac383913c5b79

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.243510Z digest=sha256:9149fd71f1279461d534637c8f7bac8516da8988158ddf25861da2b785720893

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.248058Z digest=sha256:da4236f448e0dbf4c5985f16444d2959dd39dde704d5cd22f8671393eaf13e12

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T23:18:55.252776Z digest=sha256:08fbd9dc2aa3d99fedc0674ac2341880fc316869fb304ab805b788adbb35f076

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-15T19:09:37.554534Z digest=sha256:806cd877d8ce9f6e651cce2e8dbb832f4815ab8cf5d2d9867e5417b61be0d37d

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-06-28T22:20:42.780296Z digest=sha256:efafbeb24de6bb1a393765bf49eaa1b3675c60630d44d417c2988a8217af4efe

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