Pith. sign in

Paper Citation Record · LEDGER

Enhancing LLMs via High-Knowledge Data Selection

As of 10 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2505.14070.

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

pith.paper-citation-record.v1
2505.14070 v2

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:43:04.846398Z

measured 53 of 53 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

53 of 53 outbound references displayed

  • verified exact1
  • verified fuzzy5
  • unresolved47
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a74eaf21-8783-473a-a6e8-20a611ea55b7 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Enhancing LLMs via High-Knowledge Data Selection , " * write output.state after.block = add.period write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:59.059812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:42:59.059812Z digest=sha256:20549c9f3516384bf2dbb4783d1cb9c257f91c1f9512f544a9e45e8f10078a1b

Observation de9173a3-8cf8-4534-a6d9-790eee4a79a2 · outbound

This paper cites write newline.

Enhancing LLMs via High-Knowledge Data Selection write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:59.290765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:42:59.290765Z digest=sha256:e872d08108337ea81c836f9867c119c3b2878527fa1f539b0ae4f8deb918e655

Observation dea282dd-61b9-44bb-9d6b-a41f143b230f · outbound

This paper cites GPT-4 Technical Report.

Enhancing LLMs via High-Knowledge Data Selection GPT-4 Technical Report

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:59.426510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:42:59.426510Z digest=sha256:74bc70fb4c0224216ef76dede38ba88267ae2e3e5a7b56d5af827f47f561e9f5

Observation dae8452d-0891-4b6e-8f99-e09d2dee3682 · outbound

This paper cites Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws.

Enhancing LLMs via High-Knowledge Data Selection Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:59.545380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:42:59.545380Z digest=sha256:7b2f5e952ce6a01d68313bf574f756c84c6f5ebcd899ac8549ab7a5a8049b370

Observation 0c904954-3672-488c-8344-c9647082f6e5 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:12.215284Z

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=arxiv_source observed=2026-08-07T15:42:59.680870Z digest=sha256:faeb0f95ff81ae9faa1923581b52fd94780000cc42d553ed66840e6fd7f09319

Observation e98dc18b-d567-41d8-bb92-b9358dc1bcf6 · outbound

This paper cites D.; Dhariwal, P.; Neelakantan, A.; Shyam, P.; Sastry, G.; Askell, A.; et al.

Enhancing LLMs via High-Knowledge Data Selection D.; Dhariwal, P.; Neelakantan, A.; Shyam, P.; Sastry, G.; Askell, A.; et al

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:59.748628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:42:59.748628Z digest=sha256:95689079c4cda1ef9d79ff28eda155f77c7ccf2e2ba011198d957d45ac9ced12

Observation 77d66440-fb24-4feb-971f-ed412cf8d90a · outbound

This paper cites InternLM2 Technical Report.

Enhancing LLMs via High-Knowledge Data Selection InternLM2 Technical Report

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:59.855294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:42:59.855294Z digest=sha256:0225dc1dd0205a24999d6d72d801aeb3e32d1c105142eaee319bf81ef503a2b7

Observation 0c81c93e-7710-46ac-a2c9-d6889e74cde4 · outbound

This paper cites W.; Sutton, C.; Gehrmann, S.; et al.

Enhancing LLMs via High-Knowledge Data Selection W.; Sutton, C.; Gehrmann, S.; et al

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:00.002986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:00.002986Z digest=sha256:40fb94e328564b39ab7b3412740ad8126f93b56c838979af8c831e6485a32943

Observation 4540a079-92af-4088-9db1-5f8ea201ac6a · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:11.997009Z

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=arxiv_source observed=2026-08-07T15:43:00.117674Z digest=sha256:77c7f1c30f5f8dc8764145447c56a00f5cb566c1d65485a8702dd0997a5c53ae

Observation 7ce181cf-8469-4ae6-86d1-c9aa8b206eb1 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:00.285708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:00.285708Z digest=sha256:2224ca6d464f5192e3d71c72d21980146a645765d75bcf2b7512b0f9b050d537

Observation d2a2fbe9-e970-4ed8-9961-32edd9851b99 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:11.720339Z

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=arxiv_source observed=2026-08-07T15:43:00.420056Z digest=sha256:b61717037bcff5c66f16f8a68c0e3a5f52fd9632b8a138738e1d9318a5993034

Observation bdc2d005-aef0-40b1-9007-da1237be39e5 · outbound

This paper cites A Survey on In-context Learning.

Enhancing LLMs via High-Knowledge Data Selection A Survey on In-context Learning

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:00.461370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:00.461370Z digest=sha256:23f2b083a323541715f1889bd6e479a2bcf646247fe6b755a85a7569cad66030

Observation a3981686-3563-44c3-accf-e9815538bd1a · outbound

This paper cites The Llama 3 Herd of Models.

Enhancing LLMs via High-Knowledge Data Selection The Llama 3 Herd of Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:00.538354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:00.538354Z digest=sha256:74a7cb1c89dcde1e65acc71950fd40cb0320b0ea7546e0c9f2e7960cbb427fa4

Observation 9cc5d988-5440-46bb-b397-31bf1a3acbb4 · outbound

This paper cites DsDm: Model-Aware Dataset Selection with Datamodels.

Enhancing LLMs via High-Knowledge Data Selection DsDm: Model-Aware Dataset Selection with Datamodels

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:00.682538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:00.682538Z digest=sha256:7217d0d6211e23ad9d3c554c4020222c48734473d2a0e504fcd3d42836e6a7d1

Observation 4728e35d-6899-483a-af08-9db810c0debe · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

Enhancing LLMs via High-Knowledge Data Selection The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:00.756224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:00.756224Z digest=sha256:29e9a988eca2c37f1c4b5f0d112f8ce0159a69117126175fc2c76c516dff0b56

Observation 3e1c8cc5-8555-41b8-8f23-9e301889eddd · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:11.494761Z

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=arxiv_source observed=2026-08-07T15:43:00.831445Z digest=sha256:dadfd82049d0f64965a3732be503e0210c08b0016079ceffe9529c6ee9d85478

Observation f4cff796-064c-4289-a458-672a1fd77947 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:11.236160Z

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=arxiv_source observed=2026-08-07T15:43:00.916658Z digest=sha256:0139d43e36b3d7b0d3269ed54e7052f14827f1a8ca0847a6012e39d56821cdb8

Observation 0014f397-4dfe-448c-afe4-32285fcf2226 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

Enhancing LLMs via High-Knowledge Data Selection Measuring Massive Multitask Language Understanding

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:01.019419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:01.019419Z digest=sha256:436b2db754ff3830952e26c84f9f2d51e18d4aebaf3f80cf3ceb901567915338

Observation 6366c2eb-03db-4182-a53f-1a3780e10858 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Enhancing LLMs via High-Knowledge Data Selection Training Compute-Optimal Large Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:01.132790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:01.132790Z digest=sha256:942b0c80fa527038e340bef89673fc0e3814a90437db24f3bd9fa34273dbbd28

Observation a0f12529-6f58-4a8a-bca3-10fc5ef34ae8 · outbound

This paper cites A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions.

Enhancing LLMs via High-Knowledge Data Selection A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:01.256515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:01.256515Z digest=sha256:8e684dbc5307d7f04967fc197d2303d653d23d411f75894f17c864c77f394ae7

Observation ad171979-523b-48c6-8f1b-e67f911f71c7 · outbound

This paper cites C-Eval: A Multi-Level Multi-Discipline Chinese Evaluation Suite for Foundation Models.

Enhancing LLMs via High-Knowledge Data Selection C-Eval: A Multi-Level Multi-Discipline Chinese Evaluation Suite for Foundation Models

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:01.352243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:01.352243Z digest=sha256:1edc1e104e7005992a3619aceacbd34fd2caf416d984f044ccc377770fee9760

Observation 91b152bf-6224-4149-8a0d-0fc2d15fe479 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:10.995012Z

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=arxiv_source observed=2026-08-07T15:43:01.500087Z digest=sha256:100e2f154c51afcc9efd0e6f4f4153ddfdbf0ef1b220b6c4a4578882ff87e76d

Observation 81555b22-d2fc-4a48-a3fa-5f781b8050de · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:10.723342Z

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=arxiv_source observed=2026-08-07T15:43:01.607046Z digest=sha256:faa29d5c11f78e06c0af3059e919cb4569672c625863bba49ff8377cdde0c8c8

Observation bfae39f8-0608-4960-a784-faa81715624f · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:10.415022Z

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=arxiv_source observed=2026-08-07T15:43:01.738047Z digest=sha256:78ec5290aad4c806967db06d1c72c3ed9e112c8d76cbd18d6bb9bec8d51a9f95

Observation 297b779f-1dcb-42d1-b39f-67b71e41f16d · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:10.172184Z

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=arxiv_source observed=2026-08-07T15:43:01.815206Z digest=sha256:6470373069e26c7d2fa84074fab19bb3caf7a19c75482d6d41634df0a8e0a2c2

Observation 7a59dfef-6315-4d5a-a97f-4e80db70ed38 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:10.001649Z

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=arxiv_source observed=2026-08-07T15:43:01.975962Z digest=sha256:53a285fb76978fffe81c7fcaaea7e5d67296c59f99887d3bfbd9e354a791d670

Observation 06e5e715-c608-4eeb-9469-b882820327ce · outbound

This paper cites CMMLU: Measuring massive multitask language understanding in Chinese.

Enhancing LLMs via High-Knowledge Data Selection CMMLU: Measuring massive multitask language understanding in Chinese

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:02.080560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:02.080560Z digest=sha256:233c905bb1c3e47bca3517e2866650c98d5808246dee66d452fa60e51925d5f3

Observation 4aec75c2-ff56-486d-9e56-21d437597555 · outbound

This paper cites Textbooks Are All You Need II: phi-1.5 technical report.

Enhancing LLMs via High-Knowledge Data Selection Textbooks Are All You Need II: phi-1.5 technical report

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:02.211420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:02.211420Z digest=sha256:766627bbab385a68a75c3e4a87980ddc35fa301340126a63258172a1554eaa18

Observation 41a7cba7-f4ab-45f2-87d5-26d903950700 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:09.796495Z

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=arxiv_source observed=2026-08-07T15:43:02.306012Z digest=sha256:9c9482ce01a58e7418c7574b1ef8c5155021b9201491a8c382ff155693c983bf

Observation 6e26391d-6f50-4aec-9764-d2f88b2a4bde · outbound

This paper cites AboutMe: Using Self-Descriptions in Webpages to Document the Effects of English Pretraining Data Filters.

Enhancing LLMs via High-Knowledge Data Selection AboutMe: Using Self-Descriptions in Webpages to Document the Effects of English Pretraining Data Filters

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-08-07T15:43:05.080971Z

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=arxiv_source observed=2026-08-07T15:43:02.460556Z digest=sha256:8714913bae3e9205cf221c61f69bc0997de680d8111597d758ffa933bbc80a80

Observation 58768ad4-65f5-4480-8f5d-e1fd7c9863c9 · outbound

This paper cites When Less is More: Investigating Data Pruning for Pretraining LLMs at Scale.

Enhancing LLMs via High-Knowledge Data Selection When Less is More: Investigating Data Pruning for Pretraining LLMs at Scale

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:02.614781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:02.614781Z digest=sha256:455d8116781799b4e9848eabec4c57d439a6a6956b65438106255559c142a13f

Observation eb659bc0-9077-41b0-a310-5596479d0995 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:09.530889Z

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=arxiv_source observed=2026-08-07T15:43:02.792246Z digest=sha256:2773ebfed33333f9be9cd6b7dcf0e912a1286f2a4323de181bd7151c92cbd744

Observation b915ff41-63fb-4189-bfd1-7b0f4c7748dd · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:09.282711Z

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=arxiv_source observed=2026-08-07T15:43:02.876964Z digest=sha256:0fa75adb490c1e097e7330d5a353d48ce8cd4c6847570da8adf35491c745f2b0

Observation 193edaf2-9d06-4bed-b305-31d943d7e611 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:09.112489Z

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=arxiv_source observed=2026-08-07T15:43:03.004907Z digest=sha256:2d14455d4210345f1bc35f54d690d46fe0b70ed825c3c6a9a32b993f44b44646

Observation 4e2c12da-88a6-441f-847b-bd1ecae9bc7d · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:08.822452Z

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=arxiv_source observed=2026-08-07T15:43:03.085035Z digest=sha256:b38a0237915af1b440a1c54cad4c91524739034072779130487ce1b47fb57eae

Observation 1c424ac0-1f8c-4648-be64-c83f4621142f · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:08.634936Z

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=arxiv_source observed=2026-08-07T15:43:03.150613Z digest=sha256:f8b85093d47e6fc7d9329306946a10e5d3357f8dd8adbe1a7824bdbc3319b736

Observation e122454f-aa2f-4508-bacf-0cbff24f8d7d · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:08.436879Z

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=arxiv_source observed=2026-08-07T15:43:03.212731Z digest=sha256:9d0182db4dfb255b573609f120fee19066d37fc9078c1d2b998547c98d7b243b

Observation ccc02604-daa4-4771-9356-f4847f30df9a · outbound

This paper cites T.; and Camacho-Collados, J.

Enhancing LLMs via High-Knowledge Data Selection T.; and Camacho-Collados, J

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:08.187236Z

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=arxiv_source observed=2026-08-07T15:43:03.347230Z digest=sha256:c7b96dc0373f7b3d64730a7dcb918dde9c4da80ccc2e1b0eccaf78f375e01b7c

Observation a402d614-35df-4bc9-bd58-86badd34f09b · outbound

This paper cites Scaling Language Models: Methods, Analysis & Insights from Training Gopher.

Enhancing LLMs via High-Knowledge Data Selection Scaling Language Models: Methods, Analysis & Insights from Training Gopher

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:03.405489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:03.405489Z digest=sha256:67e3201e80b9a512f9a83e532e1c20709b47152f019152e833b43ce0bc5c23b1

Observation 5cdb4bc1-0741-4833-b90a-533655951ecd · outbound

This paper cites A.; and Gordon, A.

Enhancing LLMs via High-Knowledge Data Selection A.; and Gordon, A

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:07.988963Z

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=arxiv_source observed=2026-08-07T15:43:03.477574Z digest=sha256:8ce502095b2477070b0f17364911d122d7f85289fb6bda5a6a000bc0aac940cc

Observation 008d596f-f874-4fec-ae02-f2b8d97f73f7 · outbound

This paper cites How to Train Data-Efficient LLMs.

Enhancing LLMs via High-Knowledge Data Selection How to Train Data-Efficient LLMs

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:03.600455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:03.600455Z digest=sha256:ba5b71ef8f6806a9eba32b46785a1d461dfa644d9637436f95b140b4530e6492

Observation 3e97874a-b70a-4fa2-9f89-bbf429272191 · outbound

This paper cites W.; Chowdhery, A.; Le, Q.; Chi, E.; Zhou, D.; et al.

Enhancing LLMs via High-Knowledge Data Selection W.; Chowdhery, A.; Le, Q.; Chi, E.; Zhou, D.; et al

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:07.764518Z

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=arxiv_source observed=2026-08-07T15:43:03.767406Z digest=sha256:3edee3e9eb0a812db5769c88a3a136d68d3bc1cd8f0a038f971e8cda26dfc6f5

Observation 835b2ab2-bdc7-4468-a94a-5ff50653959f · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:07.552561Z

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=arxiv_source observed=2026-08-07T15:43:03.879265Z digest=sha256:73ac05353c14a7ecb5dbb403430118ded21f1fe57c94594ea89a422a0b25ac3f

Observation 6b002c33-edc9-45f8-98df-7a4127c0f0e1 · outbound

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

Enhancing LLMs via High-Knowledge Data Selection Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:03.939326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:03.939326Z digest=sha256:edcca5a0611b433225e240cea761f6455855a9d7a4b6d59d968fdebf085df7a7

Observation b6f99658-6016-4dcb-a565-fbf9526edc3e · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:07.276440Z

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=arxiv_source observed=2026-08-07T15:43:04.028877Z digest=sha256:b2edc4b23d730e324a46289bb0a1bee50d17fa02602e35f41cf22ff09fc44718

Observation f315cbc0-8d87-4f8f-81a5-ed74cc1a313f · outbound

This paper cites QuRating: Selecting High-Quality Data for Training Language Models.

Enhancing LLMs via High-Knowledge Data Selection QuRating: Selecting High-Quality Data for Training Language Models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:04.140161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:04.140161Z digest=sha256:4997c8a5a77fdda6d78a4dcb3489f6bc0183ba039a6115485368359c8b811560

Observation e03e42be-eb94-4a0f-a1d5-07667bf31966 · outbound

This paper cites BLOOM: A 176B-Parameter Open-Access Multilingual Language Model.

Enhancing LLMs via High-Knowledge Data Selection BLOOM: A 176B-Parameter Open-Access Multilingual Language Model

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:04.219551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:04.219551Z digest=sha256:a1108b4414f873488022b26891f56c28005f4b9301647b705682d525141223b8

Observation f4c74935-0855-4bba-9761-8db48bea8eb6 · outbound

This paper cites M.; Pham, H.; Dong, X.; Du, N.; Liu, H.; Lu, Y.; Liang, P.

Enhancing LLMs via High-Knowledge Data Selection M.; Pham, H.; Dong, X.; Du, N.; Liu, H.; Lu, Y.; Liang, P

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:06.975386Z

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=arxiv_source observed=2026-08-07T15:43:04.308823Z digest=sha256:7f887c47a28d491cfc9c1db8f2f390b39ef2d96712cfa5dd605e7248ba94a780

Observation bcbf2f87-91e2-4fee-9a76-472d9fc8aa1b · outbound

This paper cites M.; Santurkar, S.; Ma, T.; and Liang, P.

Enhancing LLMs via High-Knowledge Data Selection M.; Santurkar, S.; Ma, T.; and Liang, P

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:43:06.714625Z

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=arxiv_source observed=2026-08-07T15:43:04.390396Z digest=sha256:bcafae5286d28b590add800ece4e26eec043a5e032be5f9b3bfe865a6e2c2da9

Observation a81412d3-804a-4897-92df-a78aca3ed892 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:06.340398Z

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=arxiv_source observed=2026-08-07T15:43:04.486167Z digest=sha256:0fa90b2171a11a4cb1baa4f9bd98e844dc21d0c7885af69003e8159d69fcaf66

Observation fe812265-7d11-49e3-b993-847d3e29acdc · outbound

This paper cites FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark.

Enhancing LLMs via High-Knowledge Data Selection FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T15:43:04.560146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:43:04.560146Z digest=sha256:876d39975d9abe31b38762db47dcb406bf493945a14271ad7d304283fa7fabe7

Observation 78ce1f43-17ac-4733-ba13-0b68cccbce71 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:06.050140Z

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=arxiv_source observed=2026-08-07T15:43:04.679492Z digest=sha256:b8d19d6293fd5263e53ca9f7e227834a71382b53817f77d32dac7de9e59916ac

Observation 76c4d10a-decb-43f7-8cd0-48954d9eb888 · outbound

This paper cites an unresolved cited work.

Enhancing LLMs via High-Knowledge Data Selection Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:43:05.690013Z

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=arxiv_source observed=2026-08-07T15:43:04.846398Z digest=sha256:6eb69bcebb7dbf4db42d33eb7322fc224effd866f02b4793718acb364aca2276

Pith citing papers

No inbound Pith citation observations are available.