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Paper Citation Record · LEDGER

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering

As of 6 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:2605.15721.

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

pith.paper-citation-record.v1
2605.15721 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-20T19:05:58.638818Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

72 of 72 outbound references displayed

  • verified exact18
  • verified fuzzy26
  • unresolved24
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 51512cef-01bd-44d0-94ad-ff50307e1f61 · outbound

This paper cites GPT-4 Technical Report.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering GPT-4 Technical Report

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:54.397873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:f3fa62fbea6088e94e173d5c19fbee81315cf2307d68656f8cd5d85a8770b7b4

Observation 6293d4b9-fb7a-4186-9f7d-5e5ba5790128 · outbound

This paper cites PromptWizard: Task-Aware Prompt Optimization Framework.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering PromptWizard: Task-Aware Prompt Optimization Framework

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-20T19:08:54.400660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:b44932b83ca21e385e4a9b4758508225e49a1f64730a2bb965e1a25d117fb132

Observation 60bc2991-d292-4943-bf0e-5fb155db519b · outbound

This paper cites GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T19:08:54.383441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:c42b9e514d18200b578adfd05c22c4e7533d3cc380b8cf980963d6120140d457

Observation bf30d308-34cb-4301-a737-ef98d644143f · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.346099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:86ee092bf3ae51f9b69b809b39df9cedc2c2f45014fe47ecaaa96ab7347907bb

Observation 25ffd698-e769-421a-ac76-f9df1eb407be · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.355538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:f4e2966ccdbafabbd1f8ce1f004d017a59a9826a5ccecd97f24ca5ae94c203f6

Observation c070977d-b747-4a59-b8ff-6e23d64b8e9f · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.351792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:bb2aa1f7b315b920fe573fbcd5e0f1c7259d1b8bcc4155dea51dc8d7c7bae49e

Observation be556092-98c7-4188-bcfb-2b7c46ea335e · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.357394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:ea110b76ba794ac09780fbca54f69f0fe8f5b2d236a2fadb33e9f92770955759

Observation 6a29473b-1da6-4716-9e0e-13fceba77975 · outbound

This paper cites Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:54.422327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:aed61fe2e7ebf05cf9acab194a4482508b5e3e8edf784956e837e69a1b3fcc12

Observation 8023df41-867b-4f62-bee2-c9184441a7ff · outbound

This paper cites EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:54.392359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:5d334b82da328d0e08eb847688d7b7570b672a5892dfc8d774142ddf7857c27d

Observation 0faadba6-3231-4ebb-85ef-ffee1846f1c2 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:53.831701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:6710fb6a9ba81fdfc8c26f0b281aaaf4069b38f01a14512e0cccab42c9b10148

Observation f3394b63-0185-4bab-80e1-7ee73f6924bf · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:53.844074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:d5dd96aa43d88e03021d9c3b375e95349b6cbc8d31c88028cc26dd0112610c1c

Observation 0d1a18ba-95e6-465a-a19f-4bf131c8bc3f · outbound

This paper cites InFindings of the Association for Computational Linguistics: EMNLP 2020.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering InFindings of the Association for Computational Linguistics: EMNLP 2020

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:53.847079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:a28596077f94dbec7b8e6345721e2860d068f2348678486aa58d57e900c348e6

Observation e095fdd6-5913-40e6-84db-59edff1a4959 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:53.823874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:3464b09158a285b3374beb1041a74f31bd63c8c1e9ecbbea7eddf0de39e68d7d

Observation c3ec38fc-1c30-4817-b58a-d664eab5f497 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:53.833989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:d72ca2e8b568162532e1721833bae8dad54e4046260d0f0c95d584d4751820d0

Observation 2ee556cc-2966-4c21-965c-e4708eab3cc0 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:53.828444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:af3df91ee25cb32a5e4f04d970ba6c8c5d4eef5a39d09b3d5eadef9eac90634a

Observation e784f199-5ac3-4869-99ef-a7eec9c0b754 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:53.814919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:f77aac1d5effadaf4b917852b2882b805d2284d44dbea087ba382d64486c1c6b

Observation 23f346ee-a355-4099-90ab-08e20c233821 · outbound

This paper cites Llms are in-context bandit reinforcement learners.arXiv preprint arXiv:2410.05362.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Llms are in-context bandit reinforcement learners.arXiv preprint arXiv:2410.05362

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-20T19:08:54.428000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:c81a5b79c7e7f65ca29929bfc4bdcdb2b2797684ddba8fa83445e8ff516f145a

Observation 6d71f5fd-db44-4003-9c5e-e8d1c7abfcd6 · outbound

This paper cites GPT-4o System Card.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering GPT-4o System Card

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:54.430597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:5977171d5a14160521e40e40c7849cc839fc3232b53757cf29099de72489013d

Observation 428c4ac4-ad61-4d55-9849-92f41be5c158 · outbound

This paper cites Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-20T19:08:54.436058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:9c6b946afd9bda8a293c365c8d13e4ff6356e78553de2b15e6c2356bbab63d5f

Observation 79ce248a-d642-4065-8882-cfa37fe3e456 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:53.826218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:32f8080de825c906b616fa5f0be6bd186730d712176db595c5380653189e93ff

Observation e6febf2c-b947-4ade-ae17-93b1cfdbf849 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.378581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:6821da20b328731a7089df423e08c440ea79ff2a3ae549d48cb20a2ddb81ffa1

Observation a84834f3-91bf-44fd-84de-269e1c1ea633 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-20T19:08:54.389324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:16b243558788270cd3f326871ab50188f5772194d4ede0dacdb8010b9c6fe746

Observation ebfc30ad-c9ae-47d8-905e-041cef91567a · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.374693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:ec6dc5fc9f0f78655b6488b424b5c49e007e02e0f03939c7cae19421a7857490

Observation b24ba181-bee1-4e8d-a51c-10dc5aa45ebd · outbound

This paper cites BPR: Bayesian Personalized Ranking from Implicit Feedback.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering BPR: Bayesian Personalized Ranking from Implicit Feedback

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:54.433438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:25db219f8e332d8beb24392d8dace14d4516250e7be9df2a9c07bca90fd548ef

Observation cb02b00f-60bc-42f5-9194-7e86318bf190 · outbound

This paper cites Rainbow Teaming: Open-Ended Generation of Diverse Adversarial Prompts.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Rainbow Teaming: Open-Ended Generation of Diverse Adversarial Prompts

Reference 25

Resolution
metadata mismatch
arxiv_id, observed 2026-05-20T19:08:54.411605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:b482fb65fd7b5fb24b7ed771e07300965f2bfef5b110f18505a4ce467aeb36a7

Observation 2ab22635-215d-41c4-b428-52388e3c6ff4 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:53.836217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:1b0ca8efa1595e4e4edcbafa0d3212542845e69c7f315aa8a61896a8f4e8f9fc

Observation 200167e7-0064-4943-a7c1-c48cf3862bb0 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.370879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:730436e70ea8526bec585adb27761ab78edd7c39ee0e845951196ed066d0d717

Observation 28bf096e-185a-4655-a333-857c1edb6149 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.363044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:47ae77d2d593a6d10fa1ea341f6df65fb94a64e066cbff5b3c009f85a6b4b030

Observation b7d66200-c35a-4966-bb52-2d38c2ce5fa4 · outbound

This paper cites 2025.OpenEvolve: an open-source evolutionary coding agent.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering 2025.OpenEvolve: an open-source evolutionary coding agent

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.359077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:c88aab7a46fad2170d66bfb36ff215dc8a3243270f3ccd0181c10f0716da2701

Observation 02bed722-c118-48f2-ad61-5c2fd5eee2fe · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:54.416902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:76e41330134458977ed8e9f343fa609b18fdf839ec88f5bfd4643e13035bf577

Observation 5d32dccf-089c-4a5e-99a3-d37b8895bf85 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:54.414140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:e50543fb1623dc479eab1c17ceb3c2311c7e5f828ca70d229d9e6fddfc0d6387

Observation 5853d6c3-a8ef-4106-ae2f-fdb47adb2be1 · outbound

This paper cites OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-20T19:08:54.442717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:46032b7854f7e2261c1925e7aead925f70ece08c7c988684df12db8a16101a95

Observation 51f59605-25e9-4906-b0eb-b47c059b7b78 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.361187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:afbf5cedabe694e25b0ae30a6dbd78d333d2480357cd3f478d885b7ef452f14c

Observation f2774556-8992-4749-ad2f-a0d877a89cf9 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:54.424706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:277b44742569668befb9ff2873af04164c99093c003fef74d1aaf7c89aecbf6c

Observation 1343aa47-4554-46c1-b439-8772f1a5bb03 · outbound

This paper cites Large Language Models as Optimizers.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Large Language Models as Optimizers

Reference 35

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T19:08:54.419642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:d15f733445bdc764b597a9486d83a1c65fef33905adba0dbf2436e1fe755e096

Observation e22f5a2c-d7de-4e7e-952f-815b9f9ae062 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.364952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:bfeb8f3d53afcccc4ecfe1878d9a697ad3e004144b1f9a45286f9659a7d72328

Observation 16fc5464-41cb-4861-8c5b-32561d53f88a · outbound

This paper cites TextGrad: Automatic "Differentiation" via Text.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering TextGrad: Automatic "Differentiation" via Text

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:54.439321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:db46c671b4390993314237fd2858d94281c3f4486ba8d4ae705f54ecbbcdb770

Observation d37317e1-bb2b-4037-80c2-053b6d10733f · outbound

This paper cites Inductive Matrix Completion Based on Graph Neural Networks.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Inductive Matrix Completion Based on Graph Neural Networks

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-20T19:08:54.408339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:61c8cf3a4e771bc8d14af1b90c46f2567a9122e8311baf616dae365163c8232f

Observation 4dc13e95-b396-4ca7-86c9-035e33caddb3 · outbound

This paper cites A Survey of Large Language Models.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering A Survey of Large Language Models

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-05-20T19:08:54.395372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:4ceee2492aaa828e25a9f2f81cb8b9a0ed3865a7a5353c8a2b19a84ac3640163

Observation 0e6bf8f8-47e8-4eaa-8d06-4fe47cfe3514 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.368532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:6b39360c3bfd0b2865705b4c8874d6fa327d0b4e5c4681d5b4b683ba860fed25

Observation 22b70837-2cd6-486d-ab69-6023ef27f99e · outbound

This paper cites Large Language Models Are Human-Level Prompt Engineers.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Large Language Models Are Human-Level Prompt Engineers

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-24T09:43:26.534305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:0a801087b82eb58b02bd60acaea5f53282e8add83f155b47f1f3ff1394abfbd9

Observation 5e4aae73-6e9b-41e6-a090-b56e6ca6b8a9 · outbound

This paper cites Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-20T19:08:54.386797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:b07788b330ec84d57679706663d25adb922c140aaec84c4433abed1c62885a59

Observation 694563c0-2990-42bd-a3b2-24d1ed3bd01a · outbound

This paper cites blind spots.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering blind spots

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.376613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:9124f9ce8e4d8f9d62fc59aac9ab5071cb326e83c60e12da7a22dbdd1c5464b2

Observation 734c60e9-d9c0-4549-add6-878d4174d73d · outbound

This paper cites " summary.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering " summary

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:53.821462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:1e91cac04cdc09f910608d94ca3e92468a24282044af7f160a80dcb621a0ceff

Observation 1582ad58-6ed5-49a6-8153-a3b3c5d5b00d · outbound

This paper cites The Strange Case Of ...\.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The Strange Case Of ...\

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:53.841959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:22046c1e474d4bac149ce02f9c853203acfa7cd18a25cf43f4cd711c7379063d

Observation 7db2d484-b84c-4c87-8e34-2211bfff34a7 · outbound

This paper cites Calling All Dawns \.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Calling All Dawns \

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.350901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:7b78dc8dd5850bb82c507462fc31ea0c087712ee5e90701af56c3a9010a1e274

Observation 365537a6-47ff-4858-88da-f7dcadd980c7 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.349081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:1f61e21b19eb884d0e66b0b849bdef395e2896a5c72ca08c562f4e4c0b75fa07

Observation ca4e188c-9150-4dda-a7f4-9c87f48eacae · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.347266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:b7c533369bd0094d4cf6e41d9a9908da111a3ce82fcb10578f56a9a93d417ad1

Observation 03cd2031-cfba-42ca-82d6-d103e9b925d2 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.363224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:4e6bafa330221e3e1ac04ae2a1d407e27b2d85cdc25988cbba5ee7849ff0c230

Observation f123005a-ba38-41d1-9581-5872ba1144ca · outbound

This paper cites None of the above i n d i v i d u a l s were a s s o c i a t e d with Wonder Girls , a South Korean girl group formed in 2007 by JYP E n t e r t a i n m e n t.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering None of the above i n d i v i d u a l s were a s s o c i a t e d with Wonder Girls , a South Korean girl group formed in 2007 by JYP E n t e r t a i n m e n t

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.359303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:80ecd4df6462a4fc000454b1ddd051b954151b0bd18c715532462d2b1bca4ed2

Observation 1f3a068b-240a-48b0-8b0f-c03fc40bfea3 · outbound

This paper cites 30 " summary.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering 30 " summary

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.343448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:8e2afe782cff17e6226776e398c6b382d3be340056b6b2be9db5d0efc2c1d931

Observation 0b6332b2-e3c7-4913-8c2f-f26c28285883 · outbound

This paper cites The Strange Case Of ...\.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The Strange Case Of ...\

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.345153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:ffcf82642b2813fec588a0e43dcd4c03cacbb3aac330139c891b558747488504

Observation a19c208a-3789-411d-95b4-625735e4f763 · outbound

This paper cites Calling All Dawns \.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Calling All Dawns \

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.344150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:5732a672f29ebd64003b4370bef38ade4bf13f644c09aeaf199a30f8e475e7c6

Observation 10496240-5d8f-4b33-80dd-78a6c0ee097c · outbound

This paper cites C o n t r a d i c t i o n s Collapse \.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering C o n t r a d i c t i o n s Collapse \

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.336822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:c030543701ae9484b110f93ecb6c50cb23adf7d1234a2692184f022ceb4c1eb0

Observation 9b870d37-b635-4300-8282-21eaa4b05b98 · outbound

This paper cites The Voice of the Civil Rights Movement \.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The Voice of the Civil Rights Movement \

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.357234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:2926eb1bb5e98bc7252aa2f714a828988b63d63d31c766379c77722f4d7d40aa

Observation b3f631ed-66d2-403b-804d-dd422ddfbb82 · outbound

This paper cites C o n t r a d i c t i o n s Collapse \.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering C o n t r a d i c t i o n s Collapse \

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.334349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:483a9fdaf564ae52a162128a52acee691ba85f25521d47e89d2f143c747b1dcd

Observation 63709c27-3a94-4d81-944e-b3a371b970e4 · outbound

This paper cites The ‘ search_query ‘ should target r e t r i e v i n g the missing i n f o r m a t i o n rather than r e i t e r a t i n g what is already in the ‘ context ‘.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The ‘ search_query ‘ should target r e t r i e v i n g the missing i n f o r m a t i o n rather than r e i t e r a t i n g what is already in the ‘ context ‘

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.328077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:ddba150ca8b21ea4a65043c28ea1c106ae211a018a9cc9b7f185c55573eb4063

Observation aac95215-3058-4d99-aa99-98a50150695b · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.353468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:c97086b8fb7ae1a8f37958a3bddad2bab1095a5bcf1d72eab54f302d90561d91

Observation 6b13cbd2-60a3-4653-a089-8b48a99c49c0 · outbound

This paper cites The query should remain neutral and factual , aimed solely at finding the missing pieces of i n f o r m a t i o n.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The query should remain neutral and factual , aimed solely at finding the missing pieces of i n f o r m a t i o n

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.326223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:b7f9f0f01904540c9f25a9e212913b916e2939312cb14289b01cf9ab7f8aa5b7

Observation 480fd2c5-3691-4971-9638-b50098568404 · outbound

This paper cites an unresolved cited work.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-05-20T19:13:41.332171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:0a15ce177ea71587315a1ec12466921ca217833ec59d7ea0b1f9f146676a7890

Observation aba55d5c-4bba-427b-8021-8055f1718086 · outbound

This paper cites The ‘ search_query ‘ should focus e x c l u s i v e l y on u n r e s o l v e d aspects of the question.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The ‘ search_query ‘ should focus e x c l u s i v e l y on u n r e s o l v e d aspects of the question

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.352959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:0bd690cbaa71c9c4276241bc3712ae379a2e07091ef5568fe828121c3b42d116

Observation 53074e27-5313-4dd4-b2ab-3e76237e0dcf · outbound

This paper cites Mel Groomes ’ alma mater \.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Mel Groomes ’ alma mater \

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.372741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:30401d8dfe67b0ba11561fa5c626fe1675e5d183e56717e4f2de00fe374a8941

Observation 8a9b19bf-a500-4469-8e88-0bb05873d35a · outbound

This paper cites The Voice of the Civil Rights Movement \.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering The Voice of the Civil Rights Movement \

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:53.839699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:cc6933f777c05f9af341ab533976fc41567ac133da61ee473f4298bd2eb34292

Observation 91b02db4-10c4-47d8-bdab-a0c73fe0c6ed · outbound

This paper cites Pay p a r t i c u l a r a tt en ti on to numeric data , dates , proper nouns , entity names , and other key details.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Pay p a r t i c u l a r a tt en ti on to numeric data , dates , proper nouns , entity names , and other key details

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.315391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:9d03ee9004cd32576642c3727240c015aa2701e61b006595ecc11b118a2a8231

Observation 654b786b-9564-45db-92cc-5c42d4554116 · outbound

This paper cites If the context does not directly provide the n ece ss ar y information , e x p l i c i t l y state what is missing and provide an a p p r o p r i a t e fallback response ( e.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering If the context does not directly provide the n ece ss ar y information , e x p l i c i t l y state what is missing and provide an a p p r o p r i a t e fallback response ( e

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.313124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:fbd0747f4591d01c53aeed2205b899a72f140b7f6f5332a7419cf6cfd65ed749

Observation ded8a1bc-6374-49dd-a52c-6902729d66a9 · outbound

This paper cites Clearly outline how each piece of i n f o r m a t i o n from the context c o n t r i b u t e s to deriving the answer.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Clearly outline how each piece of i n f o r m a t i o n from the context c o n t r i b u t e s to deriving the answer

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.332027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:3401224fed57435c98fc39dc0db74f877ff3b8772712e08df044cdeef8df13d3

Observation 87863013-5c91-4107-8909-285599026aa1 · outbound

This paper cites Pay close at te nt io n to details such as specific dates , numeric constraints , entity relationships , and other query - specific nuances.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Pay close at te nt io n to details such as specific dates , numeric constraints , entity relationships , and other query - specific nuances

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.336619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:e0afe35046bc0167a3078f0287c0b2bff1e4f068717e3bf9357dca902d0fde93

Observation fd86bad6-c6e7-4f0d-a434-bd97ef6e93f3 · outbound

This paper cites For example : - For date - related queries , cross - check all dates in the context to ensure accuracy.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering For example : - For date - related queries , cross - check all dates in the context to ensure accuracy

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.340336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:100e3630b20d335eed22f3a4cdb438ed42918f6399d9c0dbdc2482c15bdc9335

Observation 05fe01de-1b22-4430-86a7-2f71e8022a57 · outbound

This paper cites Avoid guessing or i n t r o d u c i n g u n s u p p o r t e d i n f o r m a t i o n.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Avoid guessing or i n t r o d u c i n g u n s u p p o r t e d i n f o r m a t i o n

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.348189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:6d5ccc12d4934cb204f4440ff7bc336a2eaaacce53966e3f78dda6c40a43c8c3

Observation 77594bd9-c997-4b81-8bbc-b8de657d8995 · outbound

This paper cites For yes / no questions , use l ow er ca se ( ’ yes ’ , ’no ’).

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering For yes / no questions , use l ow er ca se ( ’ yes ’ , ’no ’)

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.349912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:46e2cbe0bd261a509512c0f2d99202a65243346f08d252e112ba4ac7bfb30455

Observation 3d265f99-195f-4de9-b2f1-af7a6361ef52 · outbound

This paper cites " fields.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering " fields

Reference 75

Resolution
malformed identifier
raw_fallback, observed 2026-05-20T19:13:41.361362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:e306774a7b27bce24ac508bf632b2cd7167a7408c8146b0b9235568a6781ac5e

Observation 315695a0-b425-4afe-a7f0-3f94db6a9b3b · outbound

This paper cites Guidelines: • The answer [N/A] means that the paper does not involve crowdsourcing nor research with human subjects.

Contexting as Recommendation: Evolutionary Collaborative Filtering for Context Engineering Guidelines: • The answer [N/A] means that the paper does not involve crowdsourcing nor research with human subjects

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T19:13:41.366904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-20T19:05:58.638818Z digest=sha256:e2fe3262380fc71ee714673f3e0e77b58e76d7fc76de2c954985f7afcb62a6b3

Pith citing papers

No inbound Pith citation observations are available.