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Paper Citation Record · LEDGER

When Should LLMs Search? Counterfactual Supervision for Search Routing

As of 19 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 1 inbound Pith citation observation for arXiv:2607.05752.

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

pith.paper-citation-record.v1
2607.05752 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T02:32:10.891692Z

measured 26 of 26 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:27:10.043579Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-14T06:16:15.895014Z

Reference resolution

25 of 25 outbound references displayed

  • verified exact12
  • verified fuzzy6
  • unresolved3
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0a896a52-5b61-42f9-8960-fd58c9f9645f · outbound

This paper cites an unresolved cited work.

When Should LLMs Search? Counterfactual Supervision for Search Routing Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-07-11T02:37:54.571271Z

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=2026-07-11T02:32:10.891692Z digest=sha256:86140ddaad0d8d617949885d80e7f64033d1d7877075d5b2e0ef2bb502a9af6c

Observation 516658cf-8113-4af0-b48e-bfe40f810a81 · outbound

This paper cites ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities.

When Should LLMs Search? Counterfactual Supervision for Search Routing ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities

Reference 2

Resolution
verified exact
doi, observed 2026-07-11T02:37:45.986932Z

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=2026-07-11T02:32:10.891692Z digest=sha256:107c8fb4fc350e2a8da56a23016230d7bd8465af90299e230055562213cae126

Observation 7f8d3249-f5f0-4243-98b3-cf230eb7c6ed · outbound

This paper cites Iterative.

When Should LLMs Search? Counterfactual Supervision for Search Routing Iterative

Reference 3

Resolution
verified exact
doi, observed 2026-07-11T02:37:46.136141Z

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=2026-07-11T02:32:10.891692Z digest=sha256:35666827b69c02b8eee6d2c2e87755de8a334517febcc773f109b291bfa97464

Observation 989152f4-4704-44c8-803d-7cf42defc187 · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

When Should LLMs Search? Counterfactual Supervision for Search Routing Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 4

Resolution
metadata mismatch
doi, observed 2026-07-11T02:37:45.855711Z

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=2026-07-11T02:32:10.891692Z digest=sha256:f0687204cfa8f95dde33f89a732a8b7d695f4ade222586bb9e23e83147ed7c98

Observation 64fd42b6-f943-488c-b72b-8b9cd71f0adb · outbound

This paper cites an unresolved cited work.

When Should LLMs Search? Counterfactual Supervision for Search Routing Unresolved cited work

Reference 5

Resolution
parse uncertain
raw_fallback, observed 2026-07-11T02:37:54.534916Z

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=2026-07-11T02:32:10.891692Z digest=sha256:a942a04d609e9f7666942cea607d338e5b7c4ecb82990a3e5fa25328cc14939c

Observation 8582e268-648e-486b-90f7-a4a2e48ef451 · outbound

This paper cites arXiv.org , author =.

When Should LLMs Search? Counterfactual Supervision for Search Routing arXiv.org , author =

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-07-11T02:37:54.553715Z

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=2026-07-11T02:32:10.891692Z digest=sha256:5a481522c4767474c4b4370961365e981b2529339f2313f5e0882e7b1d441bec

Observation 7e6b2d08-d00d-45b1-995a-a8a942860f1f · outbound

This paper cites Fact, fetch, and reason: A unified evaluation of retrieval-augmented generation.

When Should LLMs Search? Counterfactual Supervision for Search Routing Fact, fetch, and reason: A unified evaluation of retrieval-augmented generation

Reference 7

Resolution
verified exact
doi, observed 2026-07-11T02:37:46.113062Z

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=2026-07-11T02:32:10.891692Z digest=sha256:a27203d92b85021ec4cb1154587f483b98ffd09d06128acbb60112e31a157170

Observation c7dba271-9341-44b0-8fb7-2b2242dbbf93 · outbound

This paper cites Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing.

When Should LLMs Search? Counterfactual Supervision for Search Routing Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing

Reference 8

Resolution
verified exact
doi, observed 2026-07-11T02:37:45.876544Z

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=2026-07-11T02:32:10.891692Z digest=sha256:29e0d31da1eaa79850b51d3206b2e8788e127a2ed74b92f62c3e39ed2ec4149e

Observation 329a9019-5c47-4d86-a277-3fc595383582 · outbound

This paper cites and Zhang, Hao and Gonzalez, Joseph E.

When Should LLMs Search? Counterfactual Supervision for Search Routing and Zhang, Hao and Gonzalez, Joseph E

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-07-11T02:37:54.479596Z

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=2026-07-11T02:32:10.891692Z digest=sha256:8589cebea6ebe63604158065ae47714ab3a6a51832ef6905903e5d05395f4f82

Observation 4d24b001-861c-4bc2-afeb-d7aca92411d1 · outbound

This paper cites International Conference on Learning Representations , volume =.

When Should LLMs Search? Counterfactual Supervision for Search Routing International Conference on Learning Representations , volume =

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-07-11T02:37:54.442223Z

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=2026-07-11T02:32:10.891692Z digest=sha256:88c21bd4ddee2fd73dceda6a1ad0ec225c8c6b68180df1327d8abaed3c4d3911

Observation 79d0b151-bf13-4706-8e01-c10a09ed5b9f · outbound

This paper cites Toolformer: language models can teach themselves to use tools , isbn =.

When Should LLMs Search? Counterfactual Supervision for Search Routing Toolformer: language models can teach themselves to use tools , isbn =

Reference 11

Resolution
verified exact
doi, observed 2026-07-11T02:37:46.070954Z

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=2026-07-11T02:32:10.891692Z digest=sha256:5b467f0bb97e530ae1f11c990112f3adcf3cab670722041b7d23c87c6c55b782

Observation fa2b51a5-b1dd-47d7-9e83-653a37969de3 · outbound

This paper cites an unresolved cited work.

When Should LLMs Search? Counterfactual Supervision for Search Routing Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-07-11T02:37:54.497539Z

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=2026-07-11T02:32:10.891692Z digest=sha256:627870824c187a2f69c609802ea14b0f5e4e2329f4ddaacf3dbea014e32eb444

Observation f3bc69f2-2f76-49d1-a1d8-ec7f384cb6a1 · outbound

This paper cites Journal of Machine Learning Research , author =.

When Should LLMs Search? Counterfactual Supervision for Search Routing Journal of Machine Learning Research , author =

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-07-11T02:37:54.517106Z

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=2026-07-11T02:32:10.891692Z digest=sha256:92c87fce373335a50e6eba24f578efe356035e6a02255f8580ce359e6236f1b1

Observation 87648652-2886-42f7-b891-8ea47a56a21b · outbound

This paper cites Retrieval-.

When Should LLMs Search? Counterfactual Supervision for Search Routing Retrieval-

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-07-11T02:37:54.421938Z

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=2026-07-11T02:32:10.891692Z digest=sha256:fca5ce46b91e7a3346d17ff8d1a244fd7c48c0aae3580cbf7ee9f381afdd7075

Observation cf984fd2-f7fd-4ae5-a514-9a5220eb7106 · outbound

This paper cites doi:10.18653/v1/2024.emnlp-main.637 , booktitle =.

When Should LLMs Search? Counterfactual Supervision for Search Routing doi:10.18653/v1/2024.emnlp-main.637 , booktitle =

Reference 15

Resolution
verified exact
doi, observed 2026-07-11T02:37:46.028637Z

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=2026-07-11T02:32:10.891692Z digest=sha256:1a3afdfdbb2038707044e0a5113c42edab7ee1aa9184395f2c27f42899b99781

Observation ba40aa75-70f0-4546-b069-f3f0b38f5f6f · outbound

This paper cites API-Bank : A comprehensive benchmark for tool-augmented LLMs.

When Should LLMs Search? Counterfactual Supervision for Search Routing API-Bank : A comprehensive benchmark for tool-augmented LLMs

Reference 16

Resolution
metadata mismatch
doi, observed 2026-07-11T02:37:45.962503Z

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=2026-07-11T02:32:10.891692Z digest=sha256:ceb780d2759afc0948c4c6e58248c96f13714bf8d90ca9772d98c4d6299e2e26

Observation 99b68b82-c1fb-4dc8-af99-5b9d6ac36854 · outbound

This paper cites doi: 10.18653/v1/2023.emnlp-main.495.

When Should LLMs Search? Counterfactual Supervision for Search Routing doi: 10.18653/v1/2023.emnlp-main.495

Reference 17

Resolution
verified exact
doi, observed 2026-07-11T02:37:46.050255Z

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=2026-07-11T02:32:10.891692Z digest=sha256:dddddc87d179cbbd46102d2ccdc393c8733eaadec6ac75a6d53f59c42b0a1b4f

Observation 672ffabd-1372-42f4-8704-f7d8f66beca3 · outbound

This paper cites doi: 10.18653/v1/2024.naacl-long.389.

When Should LLMs Search? Counterfactual Supervision for Search Routing doi: 10.18653/v1/2024.naacl-long.389

Reference 18

Resolution
verified exact
doi, observed 2026-07-11T02:37:46.007735Z

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=2026-07-11T02:32:10.891692Z digest=sha256:2c424c785e41041c3e8e339dd5e2cd848eaabf42fe05caae9bebfd3c587ecc01

Observation e521922c-ad16-4a4c-b1e1-793a2b157846 · outbound

This paper cites doi:10.18653/V1/2023.FINDINGS-EMNLP.691 , url =.

When Should LLMs Search? Counterfactual Supervision for Search Routing doi:10.18653/V1/2023.FINDINGS-EMNLP.691 , url =

Reference 19

Resolution
verified exact
doi, observed 2026-07-11T02:37:46.155721Z

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=2026-07-11T02:32:10.891692Z digest=sha256:82fa64f3513a96d264dae9d38aadf66cdc6a26e5a0a3a3f878d8b3fedecf746e

Observation b309e4b8-095b-4799-b08e-a3435a2d4071 · outbound

This paper cites When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories.

When Should LLMs Search? Counterfactual Supervision for Search Routing When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories

Reference 20

Resolution
verified exact
doi, observed 2026-07-11T02:37:45.900506Z

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=2026-07-11T02:32:10.891692Z digest=sha256:0d692382aa33b3cb552c17f504cb21bc8c66513f44b66f8ad269bc3a444453b1

Observation 58ef07ab-f889-45df-bc51-5136384991c2 · outbound

This paper cites Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language Models.

When Should LLMs Search? Counterfactual Supervision for Search Routing Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language Models

Reference 21

Resolution
verified exact
doi, observed 2026-07-11T02:37:46.090835Z

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=2026-07-11T02:32:10.891692Z digest=sha256:db2e579f09af8906bb1bd640767b122a6155b282f85a5b0ea53af8a3db1fe0a5

Observation 0b33d1f5-c2be-4554-b593-d117e10151be · outbound

This paper cites an unresolved cited work.

When Should LLMs Search? Counterfactual Supervision for Search Routing Unresolved cited work

Reference 22

Resolution
verified exact
doi, observed 2026-07-11T02:37:45.918069Z

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=2026-07-11T02:32:10.891692Z digest=sha256:7ff190beb14ff0f0a13ee0bf8931e80227c283d0408b1b6d2c97bb59a8d85e10

Observation bbbe21ad-a6b5-46ca-9da5-add3af54b1b0 · outbound

This paper cites When2Call: When (not) to call tools.

When Should LLMs Search? Counterfactual Supervision for Search Routing When2Call: When (not) to call tools

Reference 23

Resolution
metadata mismatch
doi, observed 2026-07-11T02:37:45.941032Z

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=2026-07-11T02:32:10.891692Z digest=sha256:2a4ce227989a74427e45c89619e773c381a7d46d68af9bfcf5c3ba40361f8624

Observation 1a6b44f4-861d-4935-b87e-9134f2a2fb79 · outbound

This paper cites and Mao, Huanzhi and Yan, Fanjia and Ji, Charlie Cheng-Jie and Suresh, Vishnu and Stoica, Ion and Gonzalez, Joseph E.

When Should LLMs Search? Counterfactual Supervision for Search Routing and Mao, Huanzhi and Yan, Fanjia and Ji, Charlie Cheng-Jie and Suresh, Vishnu and Stoica, Ion and Gonzalez, Joseph E

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-07-11T02:37:54.461012Z

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=2026-07-11T02:32:10.891692Z digest=sha256:33242bbafffa2ef705b9b6856f89215a4dc5a9e354db29edd0b762370b433e4f

Observation 1a60dfc2-84b6-473b-a87e-249026188393 · outbound

This paper cites an unresolved cited work.

When Should LLMs Search? Counterfactual Supervision for Search Routing Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-07-11T02:37:54.402571Z

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=2026-07-11T02:32:10.891692Z digest=sha256:2c37c5f6455f953162282b691acd21260dd3bf1a896a66c6d234c94ea39a71cb

Pith citing papers

Observation fe233f31-218a-43f2-90e0-3c181499cfa3 · inbound

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions cites this paper.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions When Should LLMs Search? Counterfactual Supervision for Search Routing

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-14T04:27:10.540723Z

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=2026-08-14T04:27:10.043579Z digest=sha256:d12376a53a86d8ba5a5b27f372358372ef1f78978387ff6d61b9b5ec6f7320d0