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Paper Citation Record · LEDGER

When Should LLMs Search? Counterfactual Supervision for Search Routing

As of 23 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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:41d6b8c2a6671192826d059266a20e2d9e6597791cca76d14f486ffcd5d104a7

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:b5840175cb8c587a7d55c2f896f24ccb0cfa39528b0937dc8a58b77d26b87b40

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:2a5fb42efc9e894e884c5e53ead0b10a2668013243beeda80fbbe1bfe1b5ca16

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:cf203aaedc0dfae733611bdde05e23873a8551796d80d1d2e7e0eb4dd443342a

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:d48d9f5a5c7e520176694aac3caf57fcae5b0801ccd6800f4ba9924933dd6782

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:caf5de3045caf0a4dab175df90a2f94560faa78f1a199bebd30c5ecda37d7e8c

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:e9a8f2624f694cbab80bab999c5c5df3b800dea46e5b70f77428a6bb36605864

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:31a7b0cd1294c62c7311e80c3e48148a049bff0a9029de518ac2bb119a422d6a

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:921f2186c94e734c4863121ecc9d7efecad12fbf3290fe0a30ed7050d379d290

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:245ba534e1743d8526b11e13c0fb2c097856d98063f1d74dce11cda6c2c88019

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:4f9515b3f1fafaf98dd5d6816a0fe447779c236cd6137ea3732fba5dde4a558e

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:1c0c06489dafb126a611af69a0f37bad9bd87510149d38077b0942843f6da541

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:9fc0d576315acdc4dd37365b0d5deec9b6a672279b80f08cbf47ad3596c0b2b9

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:6920a2e5e75bc569e9c1e42777025f9283070ed082f629ea1eac966475825130

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:850838547b4cc14721289df97a597f8f9ddba097053d8f10d390987e552876be

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:243c6d8a44a96acd990748b56ae4b7095045210b7060bec929582cd11cab8d12

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:207f1d68dd7fdaf564fbf580338daaef0a2cc018fc6fc119978cbd76f4768630

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:13ce09b16d4d7a849a7529617ad5bff35527b63597f9c33174f7a9450fbe0879

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:f577f9afc9bc3fadd8d9c64dcfac51aa1db08da22b5a36c2422ae1b1a20cd144

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:2e5dad20a0eae8d00bb3d6fe0b56c8feb7a3e635727c3d1c364b25bb977a69cf

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:e61ee0917554af5e29e0aa74848e59c1dc0d4e1159cb476eb5a87bac036523fe

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:3e9fb49d4086105ec06f514f3aa252f197628bceb65a87bac909ccdc84b3b581

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:5c48b2ee895027235132d265d5463f6f8d7422d9e0d83e76f99cd98036d4905d

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:4fde4ebf4c379254b40a814931aac9af48851dd27e6eb457dfeb78be4a67a1cf

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 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-07-11T02:32:10.891692Z digest=sha256:ed09e3721392e15376cad04ee23db8bd0b6385839eb037b7e6acf7e978e6eaee

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-14T04:27:10.043579Z digest=sha256:5194a5d9245cb6c55da178fc4f00bf4870e4cd8f2c8e6df7043fe93562cbcac9