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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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.119102Z digest=sha256:dc58607f0367a04ac97c084d5974dfbf53adcc7803ceb4618be04e174e74d591

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.124330Z digest=sha256:013cbca09da7b10dc2da3e24c77c53c1bc0cf71c7344ae40abf6420438c9d3b5

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.139475Z digest=sha256:e70b55f1870805cf23f8d29c970be77c1ae95766c3c12669dc394d97beda219f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.129437Z digest=sha256:b8fd2fc70cf162510be187dcac5d095a1c938f5588955c604f54e0f772a02d16

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.134721Z digest=sha256:bdbc307cd6b93a9bd3afbf34586fb6a3f298d894f55fd2ecbf16a3425de17f1f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.144316Z digest=sha256:34ecc9e8ecb26fb97eb76b19fb4e6055ed6755f9934284917b5e7ed69764be60

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.149235Z digest=sha256:123edf705ee50c5486744316602cd10cee652aed5d80e0441cdd3f1747142c38

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.158668Z digest=sha256:7fe337c02ee883743811e24ad1313c81ace3394abc31f4f67adffe8ce8711cd8

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.163476Z digest=sha256:37fde11ca930c38177ae7a36a2031cba1355d8dacb05620a841aa7f208f69ba5

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.167915Z digest=sha256:e4d3e52f4a8d016881a896ea58e549fd4d77f9898e974cafa0e4b6839bcbba64

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.172770Z digest=sha256:e6ad75e35eeb5f1e815deda4493f51dbdba539aeb527300a28d05d0d21a05352

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.177260Z digest=sha256:9dc616dbfd6d7ea4baf7eb9ab46892468268e8918b6a92cbd4f25c0c42b6576f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.182013Z digest=sha256:f6603f5878937081e77259c9e7cc6fd675595eeee652c8b103c8490d70b7e8b4

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.186603Z digest=sha256:0e0dfded47c93a025c0e5bc0127cd69554d3afba2e36a6ab58f481a850674100

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.196202Z digest=sha256:f8a30f6fdea05b43a0ba0f2725d7e6abe0acdbc0dc87550c3bcb40ac33e77ff0

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.200856Z digest=sha256:92213d36a05cea85473f8d11dcba021fd4858020e7e8466947e02c2d5ae888d7

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.205630Z digest=sha256:e2aa9e6add1d0162beed0db9f6686af7deb3866fad8fab2b49e4979f313fa465

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.210347Z digest=sha256:d14ffdc5c7a77140f643079a216aad04caeae6c38816e056593a8facbf5bff0e

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.218516Z digest=sha256:ab44c5f4bf600fb07bffef87393360d5bc3472722b1c55dd8a49f532e792826f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.222511Z digest=sha256:8a33dabf399b0dbe0576667d22c4d11434183b4a5324f54c046ce8dd8f143b3c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.226802Z digest=sha256:a111cf1aee9ccc7b827e5da1af9ee05f707e6b165cac3af89f14063b7325d043

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.234839Z digest=sha256:efa5dc50874cb4bc64af0e5af05e052f5c83b1d2bd1d4541db2a8fa937872166

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.239097Z digest=sha256:e1d24b5553bfa77f15c6705f850aa621eb17134e81ee9b2ba8a8c2cefd48c625

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.243510Z digest=sha256:1990cb2df4411c140d6aeb59ee960cdd8927da2e625ab4bf40c02a7e143a2774

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.248058Z digest=sha256:1ec215331431c6ae637f753d549ce615110df8af2a2ba6fa79c718464f14cad7

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T23:18:55.252776Z digest=sha256:201f195f2857d4410f77e17275219f687d7ae7abc5d430313a88560289f637f9

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-15T19:09:37.554534Z digest=sha256:44fb82f635457c3c02367e27e52033f731543c98fb2122e02e53a07a77071dfe

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 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-28T22:20:42.780296Z digest=sha256:35e54c55698d5446e60d154015738a161762423be10990aff614ea857f4bcf5e

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