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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=sha256:1978d4ae36eab8fbd4fcf81425895a9579475dde5f3ac115b6e7b84f293e6755

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:d8bcb3621a1bc16d7f6284c22ab22d40ca6c75e1c33a7b2c7e4c02e89a199182

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=sha256:4d615b5411276d6ee6f929b2a092f281756750832cbe3d8e67d7b0ead4e74645

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=sha256:881eab1c834bb5d7d3c4e5a3a095d17cd7fe82cf6032f1ad2d8668400e4d7277

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=sha256:1b5a89ece54b4c4065a99627b1caeaba2161e02b1d37a40d32f2c730ccdde5e4

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:cb4f469ce5f4c3718aeaec55ce84b970efa889cf24fec53a4ba17bb86c1b3ef7

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=sha256:7a14cd9cbfe543d620b0b932090a72d38a8bf14c32b34b22fbf40f5efad0754f

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:a062b2f681ecbb373797835b53ccf6dbd77b7b46c10159071336cc40076f09c3

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:d87d92280c0f1eaacb2b35c920990b7e25afb4b8c1139d9bbe1a53810b98324d

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:d6dcec7f2507a896641dfccd795e958fb960ccb4a2f7cfa7ceadb57a2237b148

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=sha256:02c16b5a499c0822340f12ace0ad791b549dd89495c783d58b5da606082f562f

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=sha256:6baef52c62e5a371b0e0b3a1ba57a4af4c54848be348afe2d29e5c84606484e5

Pith citing papers

No inbound Pith citation observations are available.