Paper Citation Record · LEDGER

TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 39 inbound Pith citation observations for arXiv:2105.07624.

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

pith.paper-citation-record.v1
2105.07624 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 39 of 39 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:08:18.997144Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T23:06:20.514933Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 68bf5525-6459-453b-96ec-f329a27c6670 · inbound

Bridging Language Models and Financial Analysis cites this paper.

Bridging Language Models and Financial Analysis TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 124

Resolution: verified exact; arxiv_id, observed 2026-05-23T01:12:20.887692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 56c2a8ce-096f-45fa-99e9-c110fffa6a03 · inbound

FLARE: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding cites this paper.

FLARE: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-05-22T19:52:01.872320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 64cc57bb-7272-4ad0-956f-94f7c1dc8997 · inbound

Realistic Evaluation of TabPFN v2 in Open Environments cites this paper.

Realistic Evaluation of TabPFN v2 in Open Environments TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T15:08:18.997144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe675a76-6d30-4ce3-888a-dd10fd1b3a09 · inbound

FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information cites this paper.

FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 36

Resolution: malformed identifier; arxiv_id, observed 2026-05-22T02:25:56.146114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ee542fb0-96d7-40af-8c6e-822489d0bbe0 · inbound

Rethinking Information Synthesis in Multimodal Question Answering A Multi-Agent Perspective cites this paper.

Rethinking Information Synthesis in Multimodal Question Answering A Multi-Agent Perspective TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T13:53:05.644837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bfa6ba97-5339-4675-859f-5a63c7803cc5 · inbound

MMTABREAL: Real-World Benchmark for Multimodal Table Understanding cites this paper.

MMTABREAL: Real-World Benchmark for Multimodal Table Understanding TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 41

Resolution: malformed identifier; no resolver link, observed 2026-08-07T13:30:21.690266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52d0b06e-ab5e-4051-8284-8aea37c3694a · inbound

Learning Sparsity for Effective and Efficient Music Performance Question Answering cites this paper.

Learning Sparsity for Effective and Efficient Music Performance Question Answering TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T11:50:47.436757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71d4399c-d649-4fb5-b8d3-a6806c7a874f · inbound

Multimodal Tabular Reasoning with Privileged Structured Information cites this paper.

Multimodal Tabular Reasoning with Privileged Structured Information TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-07T10:54:04.372553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db38527c-8caf-4485-8daf-018d8d494842 · inbound

On the Comprehensibility of Multi-structured Financial Documents using LLMs and Pre-processing Tools cites this paper.

On the Comprehensibility of Multi-structured Financial Documents using LLMs and Pre-processing Tools TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T10:27:36.847511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79cd05e6-0282-4482-b3b5-96963c6e5782 · inbound

What to Keep and What to Drop: Adaptive Table Filtering Framework cites this paper.

What to Keep and What to Drop: Adaptive Table Filtering Framework TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T21:47:41.945165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 812782b5-2b8a-4a11-9314-71c6e9c556bd · inbound

Unlocking Speech Instruction Data Potential with Query Rewriting cites this paper.

Unlocking Speech Instruction Data Potential with Query Rewriting TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T18:21:35.837431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 964c0704-76c7-4320-b881-b383c3a0a0b8 · inbound

Grammar-Guided Evolutionary Search for Discrete Prompt Optimisation cites this paper.

Grammar-Guided Evolutionary Search for Discrete Prompt Optimisation TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T17:39:41.487605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46d1b1a1-a08c-47a4-83e8-6ad9194131d5 · inbound

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models cites this paper.

FRED: Financial Retrieval-Enhanced Detection and Editing of Hallucinations in Language Models TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:37.600647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c9dcfff-9dcf-4825-8583-9ac9f0ac2295 · inbound

Efficacy of AI RAG Tools for Complex Information Extraction and Data Annotation Tasks: A Case Study Using Banks Public Disclosures cites this paper.

Efficacy of AI RAG Tools for Complex Information Extraction and Data Annotation Tasks: A Case Study Using Banks Public Disclosures TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T12:54:08.798471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab6b0e1e-e692-4f57-970f-81b1d4366aee · inbound

CF-RAG: A Dataset and Method for Carbon Footprint QA Using Retrieval-Augmented Generation cites this paper.

CF-RAG: A Dataset and Method for Carbon Footprint QA Using Retrieval-Augmented Generation TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T04:30:49.603678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e44307d-53f3-4d0e-b465-6a388a89af02 · inbound

PHLoRA: data-free Post-hoc Low-Rank Adapter extraction from full-rank checkpoint cites this paper.

PHLoRA: data-free Post-hoc Low-Rank Adapter extraction from full-rank checkpoint TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T17:22:09.000759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation defb14ec-893f-43fe-ace7-c16ce498d518 · inbound

FinAuditing: A Financial Taxonomy-Structured Multi-Document Benchmark for Evaluating LLMs cites this paper.

FinAuditing: A Financial Taxonomy-Structured Multi-Document Benchmark for Evaluating LLMs TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-21T21:04:21.643104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 725371b0-b593-4443-b145-9f973bac691c · inbound

RELOOP: Recursive Retrieval with Multi-Hop Reasoner and Planners for Heterogeneous QA cites this paper.

RELOOP: Recursive Retrieval with Multi-Hop Reasoner and Planners for Heterogeneous QA TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-18T04:55:54.047953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 79935f2a-e490-4c74-b407-131154972778 · inbound

Attention Grounded Enhancement for Visual Document Retrieval cites this paper.

Attention Grounded Enhancement for Visual Document Retrieval TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-17T20:55:15.213580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d1b8af00-0693-4980-a83f-f5ac13a0cbb7 · inbound

When Tables Go Crazy: Evaluating Multimodal Models on French Financial Documents cites this paper.

When Tables Go Crazy: Evaluating Multimodal Models on French Financial Documents TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T01:12:32.805525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cd0d8aa-ee54-48ef-b60b-3b29c037708d · inbound

AlphaForgeBench: Benchmarking End-to-End Trading Strategy Design with Large Language Models cites this paper.

AlphaForgeBench: Benchmarking End-to-End Trading Strategy Design with Large Language Models TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T02:44:05.697941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07adea44-7498-45da-8c33-5ec3a94e62df · inbound

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use cites this paper.

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T05:54:53.447880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0b83158-fb3f-478a-8f55-2d2be1b92ff5 · inbound

INDOTABVQA: A Benchmark for Cross-Lingual Table Understanding in Bahasa Indonesia Documents cites this paper.

INDOTABVQA: A Benchmark for Cross-Lingual Table Understanding in Bahasa Indonesia Documents TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:01:00.284429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b4ad6760-9a36-465d-bc5e-a3baa1270fbd · inbound

Empirical Evaluation of PDF Parsing and Chunking for Financial Question Answering with RAG cites this paper.

Empirical Evaluation of PDF Parsing and Chunking for Financial Question Answering with RAG TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:51:04.052352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c9027da6-47b4-4631-94ff-09102004db21 · inbound

Generalizing Numerical Reasoning in Table Data through Operation Sketches and Self-Supervised Learning cites this paper.

Generalizing Numerical Reasoning in Table Data through Operation Sketches and Self-Supervised Learning TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T14:26:02.755188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 50c73c21-dc78-456b-a16a-c93b2da521e8 · inbound

The Power of Order: Fooling LLMs with Adversarial Table Permutations cites this paper.

The Power of Order: Fooling LLMs with Adversarial Table Permutations TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:36:06.394609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bd471b14-3da8-448f-ada5-88fca094902a · inbound

The Power of Order: Fooling LLMs with Adversarial Table Permutations cites this paper.

The Power of Order: Fooling LLMs with Adversarial Table Permutations TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-12T02:26:16.607767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c89f6071-4df7-41bf-81aa-fd3d8b223828 · inbound

VT-Bench: A Unified Benchmark for Visual-Tabular Multi-Modal Learning cites this paper.

VT-Bench: A Unified Benchmark for Visual-Tabular Multi-Modal Learning TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 47

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:56:26.959043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7d9d5e4a-98c8-4168-ad49-d690004ec29d · inbound

Fin-Bias: Comprehensive Evaluation for LLM Decision-Making under human bias in Finance Domain cites this paper.

Fin-Bias: Comprehensive Evaluation for LLM Decision-Making under human bias in Finance Domain TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 54

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T02:16:15.770338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c9dfd96e-572c-40c1-afd8-4fc6e7a6d2d2 · inbound

FIND: Toward Multimodal Financial Reasoning and Question Answering for Indic Languages cites this paper.

FIND: Toward Multimodal Financial Reasoning and Question Answering for Indic Languages TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T20:42:58.837048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 97924652-5466-4d0d-93dc-a33f62b9bc15 · inbound

FINESSE-Bench: A Hierarchical Benchmark Suite for Financial Domain Knowledge and Technical Analysis in Large Language Models cites this paper.

FINESSE-Bench: A Hierarchical Benchmark Suite for Financial Domain Knowledge and Technical Analysis in Large Language Models TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-19T14:32:36.148295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2a9e7a2e-47d3-4455-93a1-a92bb4c0be08 · inbound

FINESSE-Bench: A Hierarchical Benchmark Suite for Financial Domain Knowledge and Technical Analysis in Large Language Models cites this paper.

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:45:23.468398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b6218b5f-e92e-4a0b-aa3f-121aafeed256 · inbound

Design and Report Benchmarks for Knowledge Work cites this paper.

Design and Report Benchmarks for Knowledge Work TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 77

Resolution: metadata mismatch; arxiv_id, observed 2026-05-25T04:40:23.436724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d607b99c-449f-4e20-91f6-68329b24811d · inbound

BlueFin: Benchmarking LLM Agents on Financial Spreadsheets cites this paper.

BlueFin: Benchmarking LLM Agents on Financial Spreadsheets TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:06:12.333431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 117f0cc5-3636-4ff7-aef3-fa8454790d5f · inbound

A Primer in Post-Training Reasoning Data: What We Know About How It Works cites this paper.

A Primer in Post-Training Reasoning Data: What We Know About How It Works TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T23:06:20.518308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 09e6725d-a3d2-41d0-afa9-f05df8cd0819 · inbound

LLM-Guided Planning for Multi-hop Reasoning over Multimodal Nuclear Regulatory Documents cites this paper.

LLM-Guided Planning for Multi-hop Reasoning over Multimodal Nuclear Regulatory Documents TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-06-30T07:24:22.463496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 21b24133-4bb2-46bd-98f6-dee3106fee38 · inbound

CLExEval: A Human-in-the-Loop Framework for Qualitative Evaluation of LLM Clinical Reasoning cites this paper.

CLExEval: A Human-in-the-Loop Framework for Qualitative Evaluation of LLM Clinical Reasoning TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 128

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T10:25:41.599531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1b7130e6-538e-4e4e-bb04-d8d6566e9adf · inbound

CLBench-V: Evaluating Multimodal Context Learning from Grounding to Knowledge Acquisition cites this paper.

CLBench-V: Evaluating Multimodal Context Learning from Grounding to Knowledge Acquisition TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T02:55:23.435160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95686e04-03df-4f1a-8aa2-171cce2eaeb4 · inbound

Hierarchical Reranking for Scalable Financial RAG System cites this paper.

Hierarchical Reranking for Scalable Financial RAG System TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T06:25:06.308391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.