Pith. sign in

Paper Citation Record · LEDGER

Enhancing LLMs via High-Knowledge Data Selection

As of 8 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 2026-08-08T06:32:00.761636+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

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=sha256:7bf9ea0752b2c5883b806562d38ecb35a489da33ca94f319905af5be9c224c07

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=sha256:1953f46df4b7611e30aaaaeee213463aaeafd70f1464e2a0bf3d88ef8b153ee5

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=sha256:7236e76d1dcc049f24b14d78887aafab3b7712ea0346a88271c916cfd4acf698

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:f93146b5e60ece0ecd47195a1758839cc3d23b94e9fdfab2d80c069ec3b6f253

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:42:59.680870Z digest=sha256:9d69b9fa2cf188c8c270a7751fddb5eaf755cd57a6163ace6ebebd85399261e4

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=sha256:124a2c13b2306842f3de30e3150cf6fbac64f84c4ffe32095f5a7a1bb3f4f01d

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:ff3e53046205cdd1dee32b6103f83725022034af476cd5befb2c0eeb1f2f53ef

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:df7b368198b0a0c4e4222b4d599b2208ba232fcffcffa00cef6fd3126556b688

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:00.117674Z digest=sha256:97e4f89479f711279a1b9e4104003ec20318771dc60e5c6a5a04ba9e08d70c4a

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=sha256:8690b4844fdf872f547ca5ecb3f163cdcd1c94d9e512ad594e36dd0c0e49d195

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:00.420056Z digest=sha256:65edc48d129f27102ccec1c6192df7bec80d75b48de8106ae0a1dcaeb0184819

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=sha256:9681ae4babdc4aeb8a8be760eef81839784b6254900baefd356baca900e91277

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=sha256:2192d1fe3ace8b82d66631431116103f70fb97cc80512f501d50c9ae966dbe27

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=sha256:93fc48183174d1575c6941ff56d1d739fe7ed884ca78e92b68dcf74f90c2d2ec

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:f5d51ac6043e3daf4a05124fd95bc5fa9ebcdcc9f993cf6f4012b17fa4100541

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:00.831445Z digest=sha256:888b6b8071aa0553248900e0c6ebe3ba7b294562e134adbc96995888b1bfa871

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:00.916658Z digest=sha256:6dfc208a45db133de28262f3072486dc76dfdcb7dfbca5f1a584f04f8ba2d5fc

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=sha256:09d4a15550b1de18b357c6356fe5535457fade8281369f709088807784c4c2a0

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=sha256:7e491dc434a7b3dd3d79ccc04a17fdc4c561f8ce3043d8254b1c835bb5aea420

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=sha256:44787bff35fe5bb20e6ea4cdcba49d6eb4975877b27209711cc9ff8853910106

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:c0c80dcdfc03b2626f372cc4d91aaef6977e7be08c553bfa75947023888df541

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:01.500087Z digest=sha256:a30be21e5958ef33f41928ccf9da1c05f1b54aa8328bc2254bfd3cbe4f166301

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:01.607046Z digest=sha256:f9da038ff80db9fa7fdfc0a6f644893683b88b362f205a755d17eb8c967e372a

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:01.738047Z digest=sha256:584889d7d2560845601716201e09ce854b4ec05bdb8214c5c17c29b0efed237c

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:01.815206Z digest=sha256:b4ecec84a130a37e43a306ca1d3d9207887671a4a256cbae4a3c6289a60e5370

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:01.975962Z digest=sha256:7a154be06b0f1b9b7be400fed2825de4a9ca04cb09fb01759da271a1e325c893

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=sha256:3b21ed77542ee5aaf0d36cbd14f58e9dd7a3745b3638e3ea58d53490ddf7205b

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:ed9fc98839e52cd81aecc90535a14478c5655b418748ad8402acec88dc4974d3

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:02.306012Z digest=sha256:3c0eb816e9583946c706430831b8fef2f6e139a7c84348f32122618f4fb3830e

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:02.460556Z digest=sha256:594ce5b1ddcf14429ec71faeb5c53846dd14e0fe137d54b9349e22afc957ca97

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:d43caa8f6334b8d6e3e63735ee52b81b28a3bb55f9c18c3fe25ff94d56d64bd9

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:02.792246Z digest=sha256:e6270e7a0c9fbaab03b82b77dbd23a4266f385fcc7f02db8e47e99c3f1fbbc72

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:02.876964Z digest=sha256:a0e548a698b7dfdcce9a629636f38bcd42858435f5c5b251847ffeb1855a24cf

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:03.004907Z digest=sha256:e4867a134da120b158ee5404085238880ac49aa226ada7224822b156551364ae

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:03.085035Z digest=sha256:42826a5923bfe2a67a376bd89ee3e0b45040d0fde3cb9e53066908964998a0bb

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:03.150613Z digest=sha256:ae8dcf561c69fd0d63f3e56a7356e426dd94d4c66a531602570f7a5a0364279c

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:03.212731Z digest=sha256:670c61ba88f7789cfe62be0322162affe21adc13dbb81a04ca5ed43eaf30b503

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:03.347230Z digest=sha256:4eb7a5760b48902fb364703bb11586c74f379c7c5ef6107ab3014c061ef1e6ee

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=sha256:36d113f7fd3069f15d097a47854506fbb0fcec2ba711ed709f6a7856d41ef004

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:03.477574Z digest=sha256:53cf1129826a062a3c2c051d080a0460c8aae4221374334fa5e327181d5da3d7

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=sha256:001feedc98ae0db1fad0b4155ddfd9c0e150ebffaae1231b61c4ee90be02141f

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:03.767406Z digest=sha256:97ff361fca5950326c14e21b33ed218185de6b3a34e38c7cf98ab15c65aeb167

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:03.879265Z digest=sha256:96d85bffaf4cb1112a470d6e1592079344385a4f2255a36ab454fb357825d77d

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:a2c06677207824617fa927c975325859fa984ab2fab747e13e37f3814675aab6

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:04.028877Z digest=sha256:cf988995b4741e412383abb9faedfedc2620361830a427fec042594ab3a168dd

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=sha256:904388d2e55db475b4f6a95d2534340913627a7fee6ef7ba4634e9abad03a761

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=sha256:03233e0d8427af2805bd706c372d8075d7c854f30a678d0da23b6939236be948

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:04.308823Z digest=sha256:1dd32bac3c4f2576b0c46f2cb3b464d873c870460fb1a6bea55a1a865ef6b1f8

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:04.390396Z digest=sha256:1cb913b4a0d74b7a6a756a42711c56048b94ad35cc44eebd660a03be98f563e4

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:04.486167Z digest=sha256:5192f56d4a7bfc9f392a9bebfcc259b739c1a60689e6a5495c810786b2d84e82

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:d459182403245b4a0dd1874ce441ac5a4d3dc6fc437003155c885b1c06f3808d

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:04.679492Z digest=sha256:6ce04bcf8223a74be39256751434993697c992eab6962aa680ae645651d20e40

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:43:04.846398Z digest=sha256:42cd83677ad5db55a2cf7ee1e47361c8ab363a87a4f522abd0782473d355eac8

Pith citing papers

No inbound Pith citation observations are available.