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Paper Citation Record · LEDGER

EASy: Towards Efficient LLM-Based Agentic System

As of 8 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2608.04588.

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

pith.paper-citation-record.v1
2608.04588 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:27:31.496820Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

18 of 18 outbound references displayed

  • verified exact0
  • verified fuzzy10
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation de1e9b59-7c3d-40c2-b02f-dd5023edb220 · outbound

This paper cites an unresolved cited work.

EASy: Towards Efficient LLM-Based Agentic System Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:27:31.640299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.462156Z digest=sha256:708d232999b8a17c0e92e2aad57a1bd91c244ea87bd559893286c08782afecd6

Observation 71928815-8ada-41bd-9114-cba395c255b0 · outbound

This paper cites Comprehensive Study on Sentiment Analysis: From Rule-based to modern LLM based system.

EASy: Towards Efficient LLM-Based Agentic System Comprehensive Study on Sentiment Analysis: From Rule-based to modern LLM based system

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T21:27:31.453007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:27:31.453007Z digest=sha256:e45c41c513e74cab3a634c40c11669a10b39bfc285a23d1d1dff2f8cff163aa8

Observation 0e896a5a-9814-472f-8a06-394ce8c92504 · outbound

This paper cites dependencies.

EASy: Towards Efficient LLM-Based Agentic System dependencies

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:27:31.625189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.467612Z digest=sha256:02fe526707cf2322d95633660438fcb46583acfc0f1522901cb3672d2d70dbae

Observation 3d1c76e0-4a2e-49d9-b8bd-297e7d08145b · outbound

This paper cites task_solved.

EASy: Towards Efficient LLM-Based Agentic System task_solved

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:27:31.647662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.459424Z digest=sha256:da526cb8e1933f0d4728085548ac3c723c216e559344e419b796090ff06e9fd5

Observation eb1d8498-1e0f-4f38-bca5-5de3eea34e12 · outbound

This paper cites an unresolved cited work.

EASy: Towards Efficient LLM-Based Agentic System Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:27:31.609192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.473013Z digest=sha256:e6f65df146df94fe35de9f26bf080429c4939ef61fdfbf062c14463ac3d4f665

Observation 28be635b-bb9e-421d-98d4-cdc0357c4479 · outbound

This paper cites an unresolved cited work.

EASy: Towards Efficient LLM-Based Agentic System Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:27:31.632232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.465000Z digest=sha256:2f6136050759d0410394e79095fe1a2c9c62fe77fad3770efa2f395a1a8668c7

Observation a659ef45-6968-4374-9e21-a75739ce531c · outbound

This paper cites summarize results.

EASy: Towards Efficient LLM-Based Agentic System summarize results

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:27:31.594265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.478011Z digest=sha256:474bee7ec31d9d0e05a68ff7ffcdbb939efbc9a08b08a8e6964027316c129b3d

Observation 6b2c456f-d1fb-4bcb-bc48-66d868db4136 · outbound

This paper cites Reserve stronger (more expensive) models only for reasoning-heavy steps.

EASy: Towards Efficient LLM-Based Agentic System Reserve stronger (more expensive) models only for reasoning-heavy steps

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:27:31.616906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.470236Z digest=sha256:ae6e240c36d705407f752ddbd0902dd627403207e253490adb3967a81835439e

Observation 4cd97d3a-0426-4feb-b706-5c1fa4e7c94c · outbound

This paper cites an unresolved cited work.

EASy: Towards Efficient LLM-Based Agentic System Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:27:31.602009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.475676Z digest=sha256:c00ba1dac7b4f33bb60dc05e9862cc290287b736326b8c4bede76e07539de656

Observation 87321b30-0ab5-4194-b832-c5ec4627dda0 · outbound

This paper cites You don’t need to re-generate the answer to the question because the standard answer has been given.

EASy: Towards Efficient LLM-Based Agentic System You don’t need to re-generate the answer to the question because the standard answer has been given

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:27:31.586340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.480767Z digest=sha256:15517898d3346130f36afde3ba537a8bb8c9311a0ea27f1ceea417d433755989

Observation 0cab1143-ea9a-4fda-9e5a-baf3ebba549e · outbound

This paper cites an unresolved cited work.

EASy: Towards Efficient LLM-Based Agentic System Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:27:31.577938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.483299Z digest=sha256:56a53dff16bed9f3430dee7463eddae590688533e5e2b553c649ae855ecf8fc0

Observation d15418d4-f1e3-418a-971f-d9bf69f1404d · outbound

This paper cites Before making a judgment, please understand the question and the standard answer first, and then judge whether the candidate’s answer is correct.

EASy: Towards Efficient LLM-Based Agentic System Before making a judgment, please understand the question and the standard answer first, and then judge whether the candidate’s answer is correct

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:27:31.569538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.486166Z digest=sha256:a5139b1e3c534f8991d9c0093ed424b92e3df3673e4ed352406e437d210f0246

Observation f550832a-c6b1-4b2e-a0af-08ccc08d3fa0 · outbound

This paper cites Regardless of the question type, the final answer will be considered correct as long as it matches the standard answer, regardless of whether the reasoning process is correct.

EASy: Towards Efficient LLM-Based Agentic System Regardless of the question type, the final answer will be considered correct as long as it matches the standard answer, regardless of whether the reasoning process is correct

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:27:31.561807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.488597Z digest=sha256:43ad90ee76c9db302a1e130f8b811a7612a46bd0720a896bddc7d27ae343296f

Observation db0d6824-93e5-4658-97ec-a430c8ebb2f0 · outbound

This paper cites an unresolved cited work.

EASy: Towards Efficient LLM-Based Agentic System Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:27:31.553387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.491043Z digest=sha256:4b8ffe35d1477744cc15989260f1d16da36081a1fc7291db82affabdd576d862

Observation dd896f8e-f5ab-43c2-807f-225daa944dfc · outbound

This paper cites A”, “B”, or “C.

EASy: Towards Efficient LLM-Based Agentic System A”, “B”, or “C

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:27:31.545912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.494065Z digest=sha256:ab2c7b0000df763aeeb3ec3bd1009826ea87e7852571ff889b676d1c82cdd716

Observation 9810f99f-69d7-4962-8acc-f6010c3a798e · outbound

This paper cites type": "object.

EASy: Towards Efficient LLM-Based Agentic System type": "object

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:27:31.537869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.496820Z digest=sha256:4a1f0e689a12f8a9b17ee7e36f89b0b4f92a499cfcd170df03d6cba3d725f2bc

Observation cfdde197-40d9-4030-ac17-1c2961b762f4 · outbound

This paper cites Plan-and-act: Improving planning of agents for long-horizon tasks.

EASy: Towards Efficient LLM-Based Agentic System Plan-and-act: Improving planning of agents for long-horizon tasks

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:27:31.655341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T21:27:31.444161Z digest=sha256:42256b75d87624304f0936d2d99ac2f119bac098f5fd85ac28caba29332fe68d

Observation cfc1edd5-141d-4e35-bfe5-cd426a37b2b2 · outbound

This paper cites RouteLLM: Learning to Route LLMs with Preference Data.

EASy: Towards Efficient LLM-Based Agentic System RouteLLM: Learning to Route LLMs with Preference Data

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T21:27:31.456382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:27:31.456382Z digest=sha256:bc66e3079756e13f148bccef0ad2801b29778792274417d41aeee82fceafab13

Pith citing papers

No inbound Pith citation observations are available.