Paper Citation Record · LEDGER

TaxCalcBench: Evaluating Frontier Models on the Tax Calculation Task

As of 18 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 1 inbound Pith citation observation for arXiv:2507.16126.

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

pith.paper-citation-record.v1
2507.16126 v1

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:20:42.792279Z

measured 6 of 6 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T00:58:20.234462Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T08:36:24.648928Z

Reference resolution

5 of 5 outbound references displayed

verified exact1
verified fuzzy3
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f1b9e1ac-bd95-42dc-bb32-32a8efd55f01 · outbound

This paper cites GPT-4 does your taxes?? “TaxGPT” from OpenAI with Greg Brockman.

TaxCalcBench: Evaluating Frontier Models on the Tax Calculation Task GPT-4 does your taxes?? “TaxGPT” from OpenAI with Greg Brockman

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:42.849837Z

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.

Observation f8919565-b00f-48da-ab01-df843c922bf7 · outbound

This paper cites US tax preparation software market analy- sis.

TaxCalcBench: Evaluating Frontier Models on the Tax Calculation Task US tax preparation software market analy- sis

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:42.843279Z

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.

Observation ad935a88-6ddd-4f0e-93f5-d9b4a3278228 · outbound

This paper cites Tax Knowledge Graph for a Smarter and More Personalized TurboTax.

TaxCalcBench: Evaluating Frontier Models on the Tax Calculation Task Tax Knowledge Graph for a Smarter and More Personalized TurboTax

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:20:42.828340Z

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.

Observation aab9bed4-439f-4932-ad2d-845ab71c6827 · outbound

This paper cites τ-bench: A benchmark for tool-agent-user interaction in real-world domains.

TaxCalcBench: Evaluating Frontier Models on the Tax Calculation Task τ-bench: A benchmark for tool-agent-user interaction in real-world domains

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:42.836377Z

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.

Observation e00883ff-ea08-4d2e-a83c-793f96c84d12 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

TaxCalcBench: Evaluating Frontier Models on the Tax Calculation Task Evaluating Large Language Models Trained on Code

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:42.792279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 83f3ab9e-2b90-4612-b121-7204d9a8084c · inbound

Interactive Critique-Revision Training for Reliable Structured LLM Generation cites this paper.

Interactive Critique-Revision Training for Reliable Structured LLM Generation TaxCalcBench: Evaluating Frontier Models on the Tax Calculation Task

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:36:24.651895Z

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.