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Paper Citation Record · LEDGER

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents

As of 19 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 4 inbound Pith citation observations for arXiv:2505.12065.

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

pith.paper-citation-record.v1
2505.12065 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:48:22.865144Z

measured 50 of 50 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:20:04.667236Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-11T03:47:48.304155Z

Reference resolution

46 of 46 outbound references displayed

  • verified exact0
  • verified fuzzy10
  • unresolved35
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 98aeace8-7fb8-49a8-9be0-a8ad8fb4ed6f · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:24.344823Z

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.

source=pdf_text observed=2026-08-15T20:48:22.666195Z digest=sha256:628f4a536c862e0631af2bbeda475cd17142fcbfbcdfee056fa6570873edb3cb

Observation 8545c133-d825-4a02-822e-88ed12b825eb · outbound

This paper cites Xiong, X.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Xiong, X

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:24.332883Z

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.

source=pdf_text observed=2026-08-15T20:48:22.671973Z digest=sha256:e1b66b5c2ac7771ad7bfb2a186d9e1ce3fb16e0f9823a9f2ebd329c9e67d10d5

Observation cd6188ad-2d3e-4af9-a8c5-0acd8e6090dd · outbound

This paper cites A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.681977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.681977Z digest=sha256:68d2c3cb54bf0f5f8f17a2b566516fde9cd37017c51fe0ebcf394eaefc00931e

Observation 3b7109a4-b654-4cf1-bb1c-faf153d85918 · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:24.319214Z

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.

source=pdf_text observed=2026-08-15T20:48:22.686729Z digest=sha256:f8d0b5f166181aa54ddf40e0e12bcf93c2f7aa3dfa68884b0981ecee16c82609

Observation 11308089-1d01-4874-845f-4752f0b8dc03 · outbound

This paper cites Retrieval-Augmented Generation for Natural Language Processing: A Survey.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Retrieval-Augmented Generation for Natural Language Processing: A Survey

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.695972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.695972Z digest=sha256:70547a3c29676ddc07bb8d067249746cecb6839b0eaf050235eb567845a50ba8

Observation 53be74d0-61f2-4b8e-b691-a2392178b4a3 · outbound

This paper cites A Survey on Retrieval-Augmented Text Generation for Large Language Models.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents A Survey on Retrieval-Augmented Text Generation for Large Language Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.691298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.691298Z digest=sha256:ddbeb5a3c936cfdd4191f91e9b549d8938808c92e39faff62b076a61e17a7a94

Observation d90eb4af-0408-4493-8cbc-61b883835107 · outbound

This paper cites Zhang, Q.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Zhang, Q

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:24.128064Z

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.

source=pdf_text observed=2026-08-15T20:48:22.705191Z digest=sha256:6bb6e12eef5b989981628a0b7c3f75fc27e45fd26e7c8532df2a8c771f813cce

Observation f4a59859-50e5-4aca-99d7-db4bc634e42d · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:24.238487Z

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.

source=pdf_text observed=2026-08-15T20:48:22.700607Z digest=sha256:32b078df82f4e82dd31cb1d01422684fd54d5748f8e0af4fbe0f22e2866c2b57

Observation b9c67a55-6860-4932-a569-73e525eb6798 · outbound

This paper cites Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.719986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.719986Z digest=sha256:388040ed4de8f7710ba0de9f027803d81df981a84b4b9dee735c14f35d01c64a

Observation d10b7d92-95aa-4c74-b94e-eec8f1a6118e · outbound

This paper cites Retrieval-Augmented Generation for AI-Generated Content: A Survey.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Retrieval-Augmented Generation for AI-Generated Content: A Survey

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.709911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.709911Z digest=sha256:8db473e37fb0805501e7d1f1682bbd4e269e591ea03b9abd5a289c56f786587b

Observation 4df75833-cb40-4c0c-aed4-e18d020f28e8 · outbound

This paper cites Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.714953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.714953Z digest=sha256:5dca044d77435ee14bc73fbe5e0fba840ba52d741f8faf10f8d666a3c1ddc9b5

Observation 71344a26-6328-4bb1-bd01-c8bcd6fd28c6 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.734620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.734620Z digest=sha256:84283869788178d1eb82dc4e9f70d9fca0deecd173498bfae089e0b6a76e42fc

Observation e15530ba-0304-4f48-9293-9eb9098c7370 · outbound

This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.724490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.724490Z digest=sha256:4e374062226e0beba096f6559f6a6b29638f9211e41602d771855c2acc49a5db

Observation 74636177-d756-4540-a79b-c3dd2a7a6dd4 · outbound

This paper cites Search-o1: Agentic Search-Enhanced Large Reasoning Models.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Search-o1: Agentic Search-Enhanced Large Reasoning Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.729287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.729287Z digest=sha256:731ed7d43ff752b2da6e0d48dd5c736c5049e3b8dc30bb291f5a07b7afd37424

Observation 0672e061-c41d-4668-97fd-f885a23de010 · outbound

This paper cites Grok agents: Combining reasoning and tool use.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Grok agents: Combining reasoning and tool use

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:24.115340Z

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.

source=pdf_text observed=2026-08-15T20:48:22.747333Z digest=sha256:17d2994b770a051a57cbd50f393adc0ab6d13b5890e6e8d4e4de03b6957264bc

Observation 599ed937-bf3f-4185-a3f7-d2fd54a054aa · outbound

This paper cites ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.738884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.738884Z digest=sha256:dcb41c917bb52031ee64e572a20fa3b3145862be6f2f7c3f26a750d04e41973a

Observation eb64f11e-f93e-4260-b8f2-6b0512ab05b2 · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.743156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.743156Z digest=sha256:daaf87e40dfd0f6352cff67775b50d658e643100a261db2f5e60c85325826542

Observation 4c116132-36fb-48ec-9d9a-f0a36274b1e2 · outbound

This paper cites RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.766607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.766607Z digest=sha256:b80eeaeb9321d78980570c7cf4ab83ec8584440e333e0fbe8c28ffb333002917

Observation cdb6d8da-537e-4316-aebd-382333ba232d · outbound

This paper cites Introducing deep research.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Introducing deep research

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:24.100953Z

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.

source=pdf_text observed=2026-08-15T20:48:22.751225Z digest=sha256:0a799977ea92cb103a6490f7c424ba75f8a185216a1f7648291560f13632fa55

Observation 7d49d657-790f-4499-a151-7599af97d243 · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:23.877774Z

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.

source=pdf_text observed=2026-08-15T20:48:22.774640Z digest=sha256:9770f976964b24b5ebf49ddcb2f939127182604ae0b4b63edc16a6fad8bab00b

Observation 25ff321e-0e34-4689-af2b-ae091d2b0060 · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:23.921867Z

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.

source=pdf_text observed=2026-08-15T20:48:22.758609Z digest=sha256:31936e3992aef9237e1b7b0efc8eaa27917f7ddb505aee01b4ee93a25190c54a

Observation 65734a59-64a5-4143-bd61-e677010574a0 · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.762571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.762571Z digest=sha256:a1c9f0695e7a314b6d4236d110c5b650d9532b2c64c9342d6dade251a6a6d290

Observation daa911e0-3fa4-4fd9-8232-83bbba44e1d1 · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:23.789399Z

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.

source=pdf_text observed=2026-08-15T20:48:22.786773Z digest=sha256:664952329d52a4eaef7336c063fb5177e5d935561905d5437132b7a50635d59b

Observation 4fa2537a-b206-4811-9558-012dd808ea8b · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:23.888803Z

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.

source=pdf_text observed=2026-08-15T20:48:22.770879Z digest=sha256:f300cab5e8192222535403b589a1fe901409a73466298f5bc547e78b5a83c7ab

Observation 2a145bc2-bbbe-4a93-9a8d-f64cdfc05acd · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:23.681390Z

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.

source=pdf_text observed=2026-08-15T20:48:22.794753Z digest=sha256:87bed7f55cf31d9243db174cad52f5976a9504b8ae385ff9969d3f3db05887dd

Observation e595093d-a8cd-4af3-8fdd-bbb917e51861 · outbound

This paper cites FasterTransformer.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents FasterTransformer

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:23.865585Z

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.

source=pdf_text observed=2026-08-15T20:48:22.779031Z digest=sha256:36c0b627e388461deb4d1bea5a675f54234c33ae51c83c2abf00e89f011f514d

Observation 4d5a0076-ba58-4a55-a84b-5156b38981e4 · outbound

This paper cites Triton Inference Server: Dynamic Batching.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Triton Inference Server: Dynamic Batching

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:23.853272Z

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.

source=pdf_text observed=2026-08-15T20:48:22.783060Z digest=sha256:c92321baa42888c6af3c37157d11e018a1e4576609c2a410cf8b33521ad573e9

Observation 71d12f49-6d80-405b-b643-b19061b18335 · outbound

This paper cites FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.808912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.808912Z digest=sha256:49293e9986db1d4570c77ded1a0376a9bf6fb2c91ca58deaba6fc388a0039757

Observation 235407d6-c934-45c5-905f-f4e0930202be · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:23.693342Z

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.

source=pdf_text observed=2026-08-15T20:48:22.790613Z digest=sha256:4c89ed8bb53c07ac7d4ea562dcc34139713c3704715173202a94c8f97e8e05bd

Observation 3bccaca8-ef7d-40a3-8a3f-7b8cfcb96a2b · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:23.654750Z

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.

source=pdf_text observed=2026-08-15T20:48:22.819061Z digest=sha256:ced8e7c645c3475d69fa39f83050ddbef8471ab4f6501adcd988f0beddd49775

Observation d55487b9-1286-4864-a529-a98c3bf7b910 · outbound

This paper cites InferCept: Efficient Intercept Support for Augmented Large Language Model Inference.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents InferCept: Efficient Intercept Support for Augmented Large Language Model Inference

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.798700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.798700Z digest=sha256:233ca5fd1366709fbc561721a7fd6e6df10f9c00feab97504604db9ed6a9b328

Observation e401ca79-e6cc-43be-bde5-d52ac9ab8f61 · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:23.668915Z

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.

source=pdf_text observed=2026-08-15T20:48:22.804626Z digest=sha256:a6f217bb4e3c506b01d6cc5462d10c59b2bec729bf29189c89c32785de1a5df8

Observation 0625887f-c50e-476c-a078-9151ebd89dd1 · outbound

This paper cites AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.830862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.830862Z digest=sha256:998a3f7f4e5fb5b15f8c0d050063cd281b8b38f40df5943066fa4bb66c251a04

Observation 0261038b-3bd8-402d-b22c-862a6d95638f · outbound

This paper cites TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.814530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.814530Z digest=sha256:034c740c8435996f229e5d09b106d3c871823359c06281293d5581e34a76762f

Observation 822cef28-3fe4-4470-afc4-e6798f7f2db0 · outbound

This paper cites Fast Inference for Augmented Large Language Models.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Fast Inference for Augmented Large Language Models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.840357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.840357Z digest=sha256:4a46530e60c243ca08a04fabc27acb97faa57492257e3616b9db29f7a33c027f

Observation 8e99b751-8cf5-4e75-ba6b-2eae2cd047ac · outbound

This paper cites Zhang, B.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Zhang, B

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:23.630082Z

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.

source=pdf_text observed=2026-08-15T20:48:22.822865Z digest=sha256:fb970013069bed3ab9c7a5c2481219ef19fa113a1afd6a6d08b0785b79a8baa7

Observation d1ac76bc-979d-42b1-9291-88c025d23fe8 · outbound

This paper cites AquaPipe: A Quality-Aware Pipeline for Knowledge Retrieval and Large Language Models.Proceedings of the ACM on Management of Data, 3(1):1–26, 2025.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents AquaPipe: A Quality-Aware Pipeline for Knowledge Retrieval and Large Language Models.Proceedings of the ACM on Management of Data, 3(1):1–26, 2025

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:23.541572Z

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.

source=pdf_text observed=2026-08-15T20:48:22.826710Z digest=sha256:a0be5f4bb7703abe1f4828182809904775dd638d1dda2e9fc2c58b099edfc419

Observation b378bf45-54a2-481c-8aec-62d26b5418c1 · outbound

This paper cites Nouri, N.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Nouri, N

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:23.430998Z

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.

source=pdf_text observed=2026-08-15T20:48:22.853593Z digest=sha256:69c4659a1f4ed18c65845ecce6cc3d9bb2b312d920eabe13e969d3bffd134071

Observation dcf06b41-941b-4ac4-81ac-cd338f525c78 · outbound

This paper cites Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.835340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.835340Z digest=sha256:94391ea756cd74dbf03da85595e4bc6f505fd8d2c38e88fa2e27d50132c75103

Observation 378f35e9-b68a-4233-bb1d-08e20c8bee5a · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:23.416571Z

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.

source=pdf_text observed=2026-08-15T20:48:22.861448Z digest=sha256:f939dd4f63c1ea0237f097adacc3fef1a19cfed4faacd4b6c1b0e7d130610a08

Observation 9a64be06-bb9e-4793-bd69-6949a36c5e3c · outbound

This paper cites Conveyor: Efficient Tool-aware LLM Serving with Tool Partial Execution.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Conveyor: Efficient Tool-aware LLM Serving with Tool Partial Execution

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.844301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.844301Z digest=sha256:0b4373414f6046c6d6beb77643a4f378105343ff8794d6decb14dee404a7de8c

Observation d71bec95-d4bd-4aff-a036-1615907262f0 · outbound

This paper cites Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.849383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.849383Z digest=sha256:f8c22e14badb8f54f38f0e21b9a107d522326fc77071c238b06c518153cad3cd

Observation e3ce2609-4f40-4a40-acf4-646025d112ba · outbound

This paper cites Re2G: Retrieve, Rerank, Generate.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Re2G: Retrieve, Rerank, Generate

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.857149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.857149Z digest=sha256:10ffbcaf1a249db5c954968988580ad00a40946bd6bb1f8df59c65315ee2d5c6

Observation 91da2d3a-35b4-49bc-9e8c-e5ace4eb4893 · outbound

This paper cites Curious fragrance information.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Curious fragrance information

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:23.401579Z

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.

source=pdf_text observed=2026-08-15T20:48:22.865144Z digest=sha256:ca1d84529c885d233232c29d7e1a2bdc21fe4138f064d22230fc5779d0a3074b

Observation 9de6e18a-5c64-4141-a5c3-217fb788018f · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:22.677470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:22.677470Z digest=sha256:7703fa243da77b280cbd78e1eb820c69c189f5f5fd2ca605d2c8fc019f4510a4

Observation 49954cda-a982-433f-9b8a-720d8951e4d3 · outbound

This paper cites an unresolved cited work.

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Unresolved cited work

Reference 2025

Resolution
parse uncertain
raw_fallback, observed 2026-08-15T20:48:24.087463Z

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.

source=pdf_text observed=2026-08-15T20:48:22.754997Z digest=sha256:ca440010cf6ffa9ab432637633fe65f79656c23ed0b4240ccd2283e70d905e71

Pith citing papers

Observation 0c8aba97-b7ae-4c83-9258-e661802f1359 · inbound

Reinforcement Fine-Tuning for Reasoning towards Multi-Step Multi-Source Search in Large Language Models cites this paper.

Reinforcement Fine-Tuning for Reasoning towards Multi-Step Multi-Source Search in Large Language Models Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T05:20:04.667236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:20:04.667236Z digest=sha256:008c2f43afb0cfb13300bde6f103f342dfa7e9931c89ad9a84a038c8264aa7dc

Observation e4d8044d-2eb6-4b06-8d58-df636d66361c · inbound

SkillRAE: Agent Skill-Based Context Compilation for Retrieval-Augmented Execution cites this paper.

SkillRAE: Agent Skill-Based Context Compilation for Retrieval-Augmented Execution Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-12T02:56:18.893927Z

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.

source=pdf_text observed=2026-05-12T02:55:05.775217Z digest=sha256:62df151fd781d09052861a198760fa4d762d6e8f32a268c2a5655a521b93bb96

Observation 0e1f3f1c-361c-475b-838b-6dd3ba3a5cfa · inbound

Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents cites this paper.

Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-07-11T03:47:48.328198Z

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.

source=pdf_text observed=2026-07-11T03:44:52.659947Z digest=sha256:ff48162985c01734a03dad18e0c84c506a433829862ca69b5f1c1e131298b5a7

Observation 1d650cba-3d79-48d0-8e73-69d9a0191158 · inbound

Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents cites this paper.

Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-02T08:31:02.527350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:31:02.527350Z digest=sha256:0f73adfdc9c1160feb0dfadea67cdfb069be5053ce6e3682ea3df348bf26c3ea