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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:c6abbebb239172ff1c9bf8eec1ed638654b9032d2855816604cf290df3e5d305

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=sha256:51504ffa95d1fba03b77f6cc1706c05c14384777e32444dcb93ce86b9564252d

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=sha256:5661687ed59e3bb3c4c96dd58072a5d487499dc03bcba42dfd4c22f6cf15b264

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=sha256:47de305f8d9d37e698564b59b3a1a1d2d724dc1ba61c696cd8742efd318fe029

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:caf63163b46d49485410bfeb240ae5d699c4cfcd3be8548fe098268e060a94cb

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=sha256:5b438f2def926948878f487b32e9d9d9003f05dcf965940c26ec32a97091a920

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:cb51808a65a1ad75201702ea473b52db286586223e8fb5373d98d1faab428134

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=sha256:6240d4412b285ae8ea73b372ce279b99165b01a3ab8ff6f22f5ca75579099408

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=sha256:13e3b875116fb1d8b33641e72eb3c7240373d036739c68e57551ee4281a2476c

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=sha256:6ca7fcfe5f35ce86612dfc107a710f204780237285284726cb7ee8acafe7bac7

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=sha256:2da2977865fdc7c4ea0187b3cb50aeebb587970e22747ccdd6d560b233410986

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=sha256:3ec5ff204f9c1a6b016e65fa7fcfdb07af695d32d944b20d1dd3b0b7a492724e

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=sha256:1626eda4010369a562341d7eaad469ef9be5c0909e49237f6cff1fdd1522f9dd

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:d07c413fe3b0b1512d1ed55ea0ef83aa25b33c1f624aa1a3e95601aa9a03b7af

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=sha256:4f878bbd8063fc8533f83d8a45bb7a17845873b85636e8ddf03650f9228f6328

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=sha256:4b1c73732ae3d754a3b27f42ede35311ff03351727f0b984001a09ac6e46ff3a

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=sha256:0a955f92fe9e0d5194c987a6eecdf16bf8d6dabed36a19534b309630b4159fef

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=sha256:12b91308dd7b3d09d560f57f760e0ebf148f7597e3544876a0404e39eefe5b99

Pith citing papers

No inbound Pith citation observations are available.