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Paper Citation Record · LEDGER

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

As of 22 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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.666195Z digest=sha256:79280a7bba42b6d1383c4368da957de70f8e35a7dc8cc12d3cbace6a4bd664db

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.671973Z digest=sha256:a4a17e1c0f878a0ea1c825cff5ba574cf777cb1346293204c57460b783ccf043

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:fa68249c985fc5d6ec5537c932f0836f4a6d8bbae98dc941e764b6816a315b0e

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.686729Z digest=sha256:59abfcd15f9b4acfc828ab1f0d59b219c9ac28ed6ddfef648cb363e602e12b91

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:ab530fd43de3339960f75187a5dd5d4b330ed038ecd4a4bdc1dcd84e9acc3d80

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:b7b93a57890cc460bb0fbcc111fb3d85517e0fc2bf099dda2afd4c27f4583972

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.705191Z digest=sha256:cef55292bcf114d3eea706d5a9c016073f1c05ed77e4c176a9980aca1a75f2a4

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.700607Z digest=sha256:08cbce70d3c6776ca5ebd773ceb841a9080193eaa4849f03a7f0dd47f44c1756

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=sha256:8f4b9eeb92147344b3aa8bf00a8fdbddaea4fc5c06b52c05feaccf036676f14a

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:ff074cb83b3a463c7b0f499c6422420ed9ad1e69939079cb6afcfaa045534c46

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=sha256:69323da8bd186e2898bf9b4e1f789a350df78c079244d73ff54daee82b977254

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:a2980cd7c5c186636cc34ba0dbbe56a296a2a2f42af3f8d7d807faaf7900d09e

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:e1f154a2073de09b269dfcc9c3605e97f739c4dc52de4fb931ea8c126976c2d7

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:d515627448c1dd4602f027939abd237ed49a4836c7ee1fc904c270036f388634

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.747333Z digest=sha256:280488aad255a194a8424ee36789ad61d7e5bb72b9922c567b96e10eb0ac8e6d

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:c7971339327ca314dd78dbcb44c5e2b9116652d4ea14390514a9e90b14e288ba

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:f784318ad087892acf532b7e6a6ff811b1b0170c47fe635eae7794dbcfe92a42

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:bb4ec77a9733cd1e7574dc8513fcd1f9dae6cb273de11c6405142e485863189a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.751225Z digest=sha256:97ef2515271945da0772b984278c27295981e6a5aaea9c1a10a098cab69940de

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.774640Z digest=sha256:480b47f5c757718dbf93d9a9059b996b0bbe9867b390ed7685885d86b9a588bc

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.758609Z digest=sha256:b449c901f2027494084452a61ba4ab82273e0917ea7e744c1cf7296e4d81e92c

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=sha256:8b3ed51485fe68e28f179c1f6d150a25341893c4ca0709128deb94f37b285715

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.786773Z digest=sha256:9047e814941d8f7f6536da5d106079c0d73aabf1b3d2c2550fc5a0d8aa18296f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.770879Z digest=sha256:394aea2e8112deea0ee5c55301c806ffbdfef855696b3234c4ad287ceac23dd8

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.794753Z digest=sha256:096a3094945af0d566d441b4163fa3188130f9730b341acd21dcd7dbe5ca10fa

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.779031Z digest=sha256:7e888cc4c5c288a594ca876a12e6e23d353d0600d68ce0c450b4b393e48d0661

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.783060Z digest=sha256:a77f896ec261634bfabad492c12e2bf16fc9362f2673f7a720d481335d2de7b2

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:dc6699efb9f6c9fcb2f27222f33f96a88f9754d162645fdb79ada002716a81af

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.790613Z digest=sha256:fe7fa80503e4d78b234e6147021dbb998ccdbbd35778824b1529527d84818f22

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.819061Z digest=sha256:0c93349c6013c89d36f8269b73edb371c368b64c608ea6a4e5e2c70c1461e2e3

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=sha256:72751a0724ab9f5a75b5f2c637dc250f5665a5170bffad9391c664a2a310a483

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.804626Z digest=sha256:1773097f0f9400acf08ceacfc23b795a41d8a232778781be25d5c807d891494d

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=sha256:78db6096e5a63aeccfbfdae3467d9cb6fbcf45dd5abfe48d9aa1dd7c94e7bce1

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=sha256:7314cd15e71cbb6528b01f373822df899f4e9039d6e6a1f30a35929675b95efc

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=sha256:776445476fba47d0ae00328d17871c37fa408500e4ea9fb07fbebf442e2583da

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.822865Z digest=sha256:fc603ff98c73c1bfdbcab1d62c236789ff3734565021c5d0243e0372cb41d0c9

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.826710Z digest=sha256:47f5e400bced466149dd14b3aed81aba61b93e77db28928e39665e956b7e477f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.853593Z digest=sha256:0d18392e2f0b8154affd85710ba7016c2a2b9c08c6e3d32429e5a00620b15c4a

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=sha256:5a48aa04f471158d6038001d02d4ab263ae098c7a3c089c355d1afcbd0f1e197

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.861448Z digest=sha256:b31b703f5d2466c0dcfe8c512cba3190db07bab23eb8521b208c21d22e9df0c4

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=sha256:88fc18ac70d8d6578a54d8cc2f23ad9037ece3e63d346d09d3487776383e6634

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=sha256:83250c99b4c3c0d5b45744bad2c9ebeff0dd55c780ca6233d6adc64abe4d4cb8

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:de6ff7548c84711ee386e742fd6c911e9876ed3f33287bcff219ab0b6d2d4e80

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.865144Z digest=sha256:821756d9e5f91058ffb1587ccb0a0cd431c207fd75f6f64ce5d3ec2369cd9afa

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=sha256:0159568f17341b521fc012dc2d9d6c5e75708332d14de37ddc30e94527c96da3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-15T20:48:22.754997Z digest=sha256:498ea874755ce841e50d5f0de02e68a02c82aa8f3623e822e8206640cb5d86bf

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=sha256:17358849395e02e85100ae4ff515ed7217b8d54ae14901118db64bd8dcf8fc05

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-12T02:55:05.775217Z digest=sha256:7c9d12996d68a387128270aedcf64d91a00a3117ddea4564a18fed7338c31c53

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-11T03:44:52.659947Z digest=sha256:a561724a6dbfe18da4475b767bf683df4284ba7d298ac907fbb8897fda252d99

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:f6934e8192d0e20bba2e7f0ebccc0d497951f304366ee8802ad868ba1750a4be