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Paper Citation Record · LEDGER

EASy: Towards Efficient LLM-Based Agentic System

As of 10 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.462156Z digest=sha256:fa1471bc1bf6f95a1a0c38f30e84efb9c0f8b0e038cd8d2ce6c13f11d055a8f0

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:bd84bb347834be4713087c98749915fa9cf9aaf96253c8ab49e42fa0334220ec

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.467612Z digest=sha256:e7b901bb85ce41bec79985833ab4fe8c70458258fd05f9fe02391df634fa3ba2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.459424Z digest=sha256:2b71f71d996eb0c7db0c5947fdc80abd1565889d3d3eaf71442998f65865bffc

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.473013Z digest=sha256:7c397982cab549866794a16c78fc5c464099cb2fee1dc9da03a77f4fc00acea1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.465000Z digest=sha256:b14677d1b157ddf8a746025a85f8163f36d81d05a6f2e1d7d044df2284c3f610

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.478011Z digest=sha256:8727c40e96e1ab802db5ec18e4aba6b99497e8d21996ac708c34150994d10ae7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.470236Z digest=sha256:980ae740466dd1a8274a400426282d7ae5ff7317377af58c736a8d0193f91dec

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.475676Z digest=sha256:e266797e8e4a5f565cf02056c5b7a635c2a515389c997e0c98543c5e8313bc73

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.480767Z digest=sha256:d32680d23d660ede4911bf28c6339ba42b945cbd9c75b0e079b7ae38e1351faf

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.483299Z digest=sha256:11257b8897ab0ecca1ff79dd9e3f45e5af1bbd7fad390e0d2c0aa809481309b6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.486166Z digest=sha256:e8730b19476c6430b1970cfe12b20d2468da636105444e401f138d74a31aef30

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.488597Z digest=sha256:1a23527d85d5b009ac3c3824ed2f1e451203544daba5e8c856f70e314a9e7ac6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.491043Z digest=sha256:fa504923f0a254d64f7bb2a3e626115c5a965e616c9e84666bfb36c06827dd2c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.494065Z digest=sha256:20cd4d8841071ec327123f76e01d170e7f2ad4e864764a58582679733aebcbfb

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.496820Z digest=sha256:b4f08c45df10e5dff06bd7b6de7cf1c0fec4c42f2d37c84ab85a54189e556ae0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:27:31.444161Z digest=sha256:e60222298b1918f86ef7cc036bea29b2593bf1781cdc990b7beefb5c0e01ceca

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=sha256:3ffc38d47d4f6a18735c27ad6de747b445c8b26aa38d913789e8bb85bd3c215a

Pith citing papers

No inbound Pith citation observations are available.