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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=sha256:2b7e92a7a23f6c487bb9eb0c0bc48b6718b9849d854ef9a6bb69e82b2144d93d

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:f8a685d459f79b1e9e330b0f05f0e9f0b00b53ada7925b98b0ea589e934ebd4c

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=sha256:9947b0fb1ef3bd7ae71b212d3c9a783d7c9720533d7e38a6e511d4c3cfbf83a7

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=sha256:2096198457cc45ee4434f3492267f7916cec5eb12879cdde2184839e9da81481

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=sha256:203a86ff7b7b520bf9c1b8298d92c0d13934e1bbdbdf8ca7934ebc22baa19d58

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=sha256:310883ddfe6f6ca6bf351f17a876f9f0492d53f8f3355c61cbc29cfa21e117e8

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=sha256:6cdbfaa4e33707ab04728638dd33948246ecf57a59494716018e66772bbfa09c

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=sha256:5643ec45607e928c3750ad8de88aeb73cc1d547722fc2c7251dac9aaccdabccb

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:db0613d375f3615e1c5fea14f8ea3f114e7c12ae524c5a4d9c72f8c65f457eeb

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=sha256:93de34fca5490b13348c9e9ce042302ae83327302940f264b74a95cb84d55659

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=sha256:2646158f564fec685268fc76975fb543692db1b50c0df8bfa8eb150529adb01b

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:f1f9529437720701179aa0c6245d398e337fcb2215096c3a8d36cc1e99294e0f

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:b08d43bd494e022f2d625ed40d65208d9d69f1dbb0331f88ceff6fd66cb63c39

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=sha256:96f2f51b4ca9f415e8d38b48e7101d2d4e70c718f76273b25610365422a814da

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=sha256:26948662ff7f2d19e09f6d8b8c75569a8f43b6effdac8f70e519f437bba79b01

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:f4f54e98d75661b317083d89638131aebe72bcfef966f3c4917625ebb5e2fa86

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=sha256:8a155255413810a09c53c09f0a5022870105cff96ca76d3871c2a14b818ed8d1

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=sha256:22be7a124021c2cc855208a430309b10833fe5bc4e8f551d660cf5966b2a6412

Pith citing papers

No inbound Pith citation observations are available.