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Paper Citation Record · LEDGER

The Bitter Lesson of Tool Calling

As of 7 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2608.06370.

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

pith.paper-citation-record.v1
2608.06370 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:09:21.463819Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

12 of 12 outbound references displayed

  • verified exact1
  • verified fuzzy7
  • unresolved1
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fd3e9246-0bcf-4759-8686-453c7f10898c · outbound

This paper cites In Proceedings of the 62nd Annual Meeting of the As- sociation for Computational Linguistics, ACL 2024, pages 9510–9529.

The Bitter Lesson of Tool Calling In Proceedings of the 62nd Annual Meeting of the As- sociation for Computational Linguistics, ACL 2024, pages 9510–9529

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:23.274605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:20.677071Z digest=sha256:305c4eb0cd68cdde13e1f508f85ef2f442dc5ff5855baad5b9de0f283269647a

Observation c270a2cc-163d-44e4-960a-dab91c162526 · outbound

This paper cites InFindings of the Association for Computational Linguistics: ACL 2024, pages 4363–4400.

The Bitter Lesson of Tool Calling InFindings of the Association for Computational Linguistics: ACL 2024, pages 4363–4400

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:23.062060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:20.837306Z digest=sha256:7ce9c008eb7179e1aad642b1ddf9c589a09be701b422cb0feda082360e3a83b8

Observation 58715e20-2eee-4f85-b7d0-6eb1fe0d8fd5 · outbound

This paper cites https://www.

The Bitter Lesson of Tool Calling https://www

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:22.806857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:20.903420Z digest=sha256:206874192225fd790086ae431a9a4b2f0818c8b6303b00fa06fe4372d500f641

Observation d0917a19-3f89-46b9-b655-29b2e6beb6ba · outbound

This paper cites Recursive Agent Harnesses.

The Bitter Lesson of Tool Calling Recursive Agent Harnesses

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-07T04:09:21.887990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:21.090937Z digest=sha256:d6d4bcef661194cf0295140b3cc73cd07c0cbcb4b845ded7d27c9b4a35baedef

Observation 7e6cd0a9-eb0e-442f-b927-741d4eb91502 · outbound

This paper cites Code as Agent Harness.

The Bitter Lesson of Tool Calling Code as Agent Harness

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T04:09:21.193183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:09:21.193183Z digest=sha256:611e3961fd920521e3f4d73db94451456370e89de8b48969be46c1471f0c5e55

Observation 339d6ca2-2373-4c46-a921-acc5a25c0029 · outbound

This paper cites Benchmarking the Benchmarks: A Validity Audit of Tool-Calling Evaluation.

The Bitter Lesson of Tool Calling Benchmarking the Benchmarks: A Validity Audit of Tool-Calling Evaluation

Reference 10

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T04:09:21.711324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:21.261237Z digest=sha256:7a8cb19f0be3d750fbc00549ab0536caba021d7d1569ece134480fe4c13762ea

Observation 6e981a60-333c-445b-a117-317b8e1c011e · outbound

This paper cites InProceedings of the KDD 2026 Workshop on Software Engineering 3.0.

The Bitter Lesson of Tool Calling InProceedings of the KDD 2026 Workshop on Software Engineering 3.0

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:22.403169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:21.358071Z digest=sha256:5e17b39e9a7d58664fb725292c5b601fc4afba4a59f4427c436effbce369b13e

Observation e1c97564-0993-4475-90d6-095c301efa96 · outbound

This paper cites Find the area of a trian- gle with a base of 10 units and height of 5 units.

The Bitter Lesson of Tool Calling Find the area of a trian- gle with a base of 10 units and height of 5 units

Reference 12

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T04:09:22.209575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:21.463819Z digest=sha256:ddb9e7e6b15d07054cc42251421578d6f19c8b66f73d1c8807fa7f7c547e7604

Observation 5eb2e94f-9ab9-4e41-bb29-8844c0bd2c17 · outbound

This paper cites InProceed- ings of the 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023, pages 3102–3116.

The Bitter Lesson of Tool Calling InProceed- ings of the 2023 Conference on Empirical Methods in Natural Language Processing, EMNLP 2023, pages 3102–3116

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:22.619304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:21.014286Z digest=sha256:687c47b9568712e650d63d1cb2582d7c81f7930dee1ec86de56a501901aa9a49

Observation 44705068-418f-4ed5-94e3-cbb7f8e1c89c · outbound

This paper cites InProceedings of the 62nd Annual Meeting of the Association for Computational Lin- guistics, ACL 2024, pages 12859–12870.

The Bitter Lesson of Tool Calling InProceedings of the 62nd Annual Meeting of the Association for Computational Lin- guistics, ACL 2024, pages 12859–12870

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:23.424555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:20.549140Z digest=sha256:7cd6ef211cb9d339d4af2e5e1b2a590ea287d0087131ad0274050e4f3e00d694

Observation f99f2973-1db0-4b66-910c-5f6516fb8a97 · outbound

This paper cites InProceedings of the 63rd Annual Meeting of the Association for Computational Linguistics, ACL 2025, pages 7993–8006.

The Bitter Lesson of Tool Calling InProceedings of the 63rd Annual Meeting of the Association for Computational Linguistics, ACL 2025, pages 7993–8006

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:09:23.599149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:20.498409Z digest=sha256:81f53de37627917aa025461cc7504ef5076aabea84973cdf9f9810ad3e6f624d

Observation ca34c263-8713-45e2-b44a-983bfbc3a2e8 · outbound

This paper cites HyperTool: Beyond Step-Wise Tool Calls for Tool-Augmented Agents.

The Bitter Lesson of Tool Calling HyperTool: Beyond Step-Wise Tool Calls for Tool-Augmented Agents

Reference 2026

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T04:09:22.046888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T04:09:20.747413Z digest=sha256:c9c22c6ebe7defda215d799d4bb30fd6a4e06e83f2a5e9a22c2bd54324731dba

Pith citing papers

No inbound Pith citation observations are available.