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Paper Citation Record · LEDGER

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning

As of 8 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2509.03407.

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

pith.paper-citation-record.v1
2509.03407 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:01:20.775942Z

measured 65 of 65 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

65 of 65 outbound references displayed

  • verified exact7
  • verified fuzzy33
  • unresolved25
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 369b2bc1-0d80-4a3a-97ad-37580e6c3fbd · outbound

This paper cites Jiang, F.F.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Jiang, F.F

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-05T11:01:23.269785Z

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.

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Observation 3c0caf28-f680-4520-872a-bc7a9b3bf304 · outbound

This paper cites Language Models as Knowledge Bases?.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Language Models as Knowledge Bases?

Reference 2

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source=pdf_text observed=2026-08-05T11:01:20.264626Z digest=sha256:eacbb67c226f1b6b1c283f4a33be4eb37c516c077ee823c007cc52bee20f96a2

Observation 3f3b7abb-4f89-4bdd-9016-6773aeda747d · outbound

This paper cites Vaswani, N.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Vaswani, N

Reference 4

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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.

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Observation 37b64c2d-e083-4111-83ea-fba4661a5b93 · outbound

This paper cites Gross, Y.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Gross, Y

Reference 5

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verified exact
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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.

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Observation efea2470-27a0-4874-8a5d-715fe1b0bba4 · outbound

This paper cites Lu, Full-text federated search in peer-to-peer networks, 2007.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Lu, Full-text federated search in peer-to-peer networks, 2007

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.292943Z digest=sha256:6dd20b3ef312ae3e7d6516b693a7ae5f5c5ceaafab8fcf238367ca7db5dcff5e

Observation 2d91ef00-4631-4963-b6b4-2be282477bd8 · outbound

This paper cites Chang, X.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Chang, X

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:23.148909Z

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.

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Observation abb38b1c-7949-4d7b-94ac-cfc58ebfb653 · outbound

This paper cites Between words and characters: A Brief History of Open-Vocabulary Modeling and Tokenization in NLP.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Between words and characters: A Brief History of Open-Vocabulary Modeling and Tokenization in NLP

Reference 8

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T11:01:20.305515Z digest=sha256:c5299d66758b105e0f7346a26a4928285f2a0ce23d2a8b2b6cb821fcc3a71340

Observation 511fed35-b51e-4dc3-a5d2-04d253d9f0f5 · outbound

This paper cites an unresolved cited work.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unresolved cited work

Reference 9

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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.

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Observation 36ecef3a-31c2-4366-bad0-cbd67d428486 · outbound

This paper cites an unresolved cited work.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unresolved cited work

Reference 10

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.319527Z digest=sha256:028b08151ca03a97812af266eee60fb8abb1a0641b8fccb3f589e3bbfa7963d8

Observation b18a4e04-00ee-49d4-ac99-3a4e366ab7a9 · outbound

This paper cites Mesnil, Y.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Mesnil, Y

Reference 11

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.325294Z digest=sha256:33d22fa6112548eb2e3fe4e6c923e30163033a5da1896dca38d02cef9596e69d

Observation f7c19671-fb29-4c3e-836f-93612b89b328 · outbound

This paper cites Yosinski, J.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Yosinski, J

Reference 12

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 0d108b21-501d-4bd9-aab2-54bac5bc3069 · outbound

This paper cites Lozano-Diez, O.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Lozano-Diez, O

Reference 13

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.336783Z digest=sha256:65e46874c539de04a40b3943f4a1b3b87c0ef2d6300383a9caac9b71203c28f5

Observation 277a9e2a-8438-4b98-98f7-960f9f8f00ce · outbound

This paper cites an unresolved cited work.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unresolved cited work

Reference 14

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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.

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Observation f1375fff-70cf-4580-9526-bd6c83531a65 · outbound

This paper cites LeCun, K.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning LeCun, K

Reference 15

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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.

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Observation 573cd345-cf2e-466b-910f-43a0d6d5cc27 · outbound

This paper cites Britz, Understanding convolutional neural networks for NLP, Denny’s Blog, (2015).

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Britz, Understanding convolutional neural networks for NLP, Denny’s Blog, (2015)

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.921786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.358207Z digest=sha256:0cfed00cc18a84d496c7eaba29f74be1f7f75a2e8f01b1d11268d45ee65b991e

Observation 6fabdab6-57d1-4bee-b322-4008fc0d6c37 · outbound

This paper cites Escaping the Big Data Paradigm with Compact Transformers.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Escaping the Big Data Paradigm with Compact Transformers

Reference 17

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T11:01:20.370715Z digest=sha256:e7be89c7ed7630c95b730ce1ef261535c6f01bad996554cf1b2ed40ccf1ac6e2

Observation 1ed22dd2-4185-4685-9fd0-c9d8a683b686 · outbound

This paper cites Unified CNNs and transformers underlying learning mechanism reveals multi-head attention modus vivendi.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unified CNNs and transformers underlying learning mechanism reveals multi-head attention modus vivendi

Reference 18

Resolution
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local_arxiv, observed 2026-08-05T11:01:21.466027Z

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.

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Observation 3841cc74-b2b7-4b5c-878b-01cd924c4258 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.387468Z digest=sha256:eca1b8afb5c6a61c3dcaedaa21379921edf76d80abfd9972a5def6e42030ce55

Observation 15c01bdf-e0a9-440b-a0c5-a8f1d4c37ffb · outbound

This paper cites Low-latency vision transformers via large-scale multi-head attention.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Low-latency vision transformers via large-scale multi-head attention

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-05T11:01:21.365202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.394734Z digest=sha256:89e57a5acd19998cbca50ed75e1dae49c52a8fad2c22903f5b9cf81a47766c91

Observation 03ae86fe-23f8-4480-97f4-cee96930a274 · outbound

This paper cites Jawahar, B.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Jawahar, B

Reference 21

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raw_fallback, observed 2026-08-05T11:01:22.893302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.402323Z digest=sha256:81d614b5cf1b38f52ecbefbaa72fb2b5be23fba51e480ea90fb2efa2950b8ce6

Observation 382a984d-f56c-418c-b26b-baa5b667b289 · outbound

This paper cites What Does BERT Look At? An Analysis of BERT's Attention.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning What Does BERT Look At? An Analysis of BERT's Attention

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.413311Z digest=sha256:e2d6e27e9c2d495b09e566fe1240f4079e504f98f82e6873fea3dc7b726b5db8

Observation 912697f5-0a22-46a5-9e87-fe461e15f8ad · outbound

This paper cites Rogers, O.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Rogers, O

Reference 23

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 62af66e6-b51c-46d9-8a30-8c6fd80b9791 · outbound

This paper cites Devlin, M.-W.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Devlin, M.-W

Reference 24

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.430206Z digest=sha256:e364697c8a5b0e90df0921867e6bb8f58e3cbe513a6ee77fce85f5e3eebb129b

Observation 70b8e495-7f6c-4b91-9cd3-8d9f2c248f82 · outbound

This paper cites Hoshen, R.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Hoshen, R

Reference 25

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d5b3536b-e0c7-4857-bf2f-06a3f49b6e3c · outbound

This paper cites Havlin, R.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Havlin, R

Reference 26

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raw_fallback, observed 2026-08-05T11:01:22.781412Z

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.445365Z digest=sha256:417c86449aa5955513fd702554b451af4d37b4c1154b186e7443d52bb2a0658b

Observation a770c096-19e6-4e4f-ad90-99a89a0b4bc6 · outbound

This paper cites an unresolved cited work.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unresolved cited work

Reference 27

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.455850Z digest=sha256:60579ba2671ac8707858421757de85dc6a70942f0232bf528af58ada619a15c0

Observation f9da1e96-a30d-4112-9b6d-083a0f43ff63 · outbound

This paper cites an unresolved cited work.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unresolved cited work

Reference 28

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raw_fallback, observed 2026-08-05T11:01:22.726454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.464714Z digest=sha256:db401829a50f462720c1552cdacfc9b9d0a636bcf625089d971a2ebcf9b80ba7

Observation 333fe989-c5d2-4aea-9789-89d3b212612c · outbound

This paper cites How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 Embeddings.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 Embeddings

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.475598Z digest=sha256:f274597b8d91128edee12ce2607ced265c7562664d55a97c6f8995b4136be856

Observation be0ba031-8915-4bc2-86bc-b4538dfb9263 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Efficient Estimation of Word Representations in Vector Space

Reference 30

Resolution
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no resolver link, observed 2026-08-05T11:01:20.487297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.487297Z digest=sha256:1e19494203278a4be5f00ec00126348203cf4a2b19827713f1a002bba37c049d

Observation 6a4816fd-5420-4eb0-979a-362a7f3ccebd · outbound

This paper cites Radovanovic, A.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Radovanovic, A

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.700400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.491991Z digest=sha256:fcaaa74ce11e9a4b45c1918b5c405c220714a41d67f68abad4418051daada7c5

Observation 2276999c-2920-411c-9467-7afc4400f44b · outbound

This paper cites All-but-the-Top: Simple and Effective Postprocessing for Word Representations.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning All-but-the-Top: Simple and Effective Postprocessing for Word Representations

Reference 32

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no resolver link, observed 2026-08-05T11:01:20.498553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.498553Z digest=sha256:1c9d53d3a71fef48f550c5aa435e416147662a0c661b039a79783c4abee07315

Observation d01e408a-5275-4a4a-93ab-a95cc3ba023c · outbound

This paper cites Word Translation Without Parallel Data.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Word Translation Without Parallel Data

Reference 33

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no resolver link, observed 2026-08-05T11:01:20.506555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.506555Z digest=sha256:a024a15ce7f336d59c65a3ce94ab711b164fbd6a360c59c7f1f5d7005ed16fc4

Observation 21183661-eaf4-4357-a91a-44ec5b6c5cdc · outbound

This paper cites Dhillon, D.S.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Dhillon, D.S

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.664750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.512982Z digest=sha256:86665347f53935c86e3653a7e791add4a3f02a51c51c6222eb29d39911e45556

Observation 79b0c558-c92c-4426-8ea4-2c11bc43c403 · outbound

This paper cites Banerjee, I.S.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Banerjee, I.S

Reference 35

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raw_fallback, observed 2026-08-05T11:01:22.629630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.519479Z digest=sha256:fa97f77378cb033259f2adb0eece2934f6c15098bebd28f85186e0d716cc7f8d

Observation a6f9bbaa-9ee5-4a7b-b4b4-766c361ef0e2 · outbound

This paper cites McInnes, J.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning McInnes, J

Reference 36

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raw_fallback, observed 2026-08-05T11:01:22.590187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.525200Z digest=sha256:ab759d8c8931c26b34f66c2f2cf3560d2cbb86447954c15824940fe02a320f4e

Observation 579bb205-9f6e-46c9-b327-b768610a0455 · outbound

This paper cites Pratap, A.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Pratap, A

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.562796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.532933Z digest=sha256:8b6527a082271f7fd81ea0f3d7cff8ac27ed8f559c2d28768e8932fb96056ec9

Observation eb0cd428-4523-4682-9d74-64d5b43c57b2 · outbound

This paper cites Faraki, X.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Faraki, X

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.529302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.539945Z digest=sha256:0f51ff00c88091b27ff13a62d20883db47cefa3e1f1f8e5ed12d33c16fb823ce

Observation ab9eb131-308c-477b-a8d1-b81cf64c094f · outbound

This paper cites Tzach, Y.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Tzach, Y

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.504677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.547256Z digest=sha256:4cf12bab6cda61be346e89affd9d0f3a418fa001abbf8232fbc547d7d8f0b646

Observation 17de94ba-393a-459a-97ea-5a4c1fad46c8 · outbound

This paper cites an unresolved cited work.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:01:22.476441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.561970Z digest=sha256:d74a4bb65d95d5cb1bad5441ba0441035ccf4c54cadde8be33365b37e572150c

Observation f1765c35-a044-4908-b3a0-71d8604a444e · outbound

This paper cites The mechanism underlying successful deep learning.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning The mechanism underlying successful deep learning

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-08-05T11:01:21.194994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.570838Z digest=sha256:e7ed755139ef0c49a3bbdad3f5ec9ce445dd3863007e93920c4902718e6800d2

Observation 80bbdf13-0727-4112-843e-46dcb890fbeb · outbound

This paper cites Very Deep Convolutional Networks for Text Classification.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Very Deep Convolutional Networks for Text Classification

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-05T11:01:21.156449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.579520Z digest=sha256:de044eb5db9682ef85198a6c6302c122f692485b1f46ab6c35e4012ade652666

Observation c9e7a37f-fa66-49f7-89c4-8a220ff45b81 · outbound

This paper cites Krizhevsky, G.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Krizhevsky, G

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.448658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.590749Z digest=sha256:ea05cd7f09eeed36dff4d12a6952786964c99d1e6cf432c73a75cf4dcbb50f04

Observation e4025a3c-95c4-4b99-b04e-670fc6625b99 · outbound

This paper cites an unresolved cited work.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:01:22.411258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.600503Z digest=sha256:c8f9aa3174099791ca426f8857c0469457373daf0330646891bbf3aee4a9efc6

Observation 19729283-6321-49d6-ae50-bdeb80f6d3e8 · outbound

This paper cites Koresh, T.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Koresh, T

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.384467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.606967Z digest=sha256:0c0e0c8bc0577013b75101174d228f94d276e6da74f9170db6a71396b80a8fcf

Observation fd4e3301-02dc-4c27-9d40-77839a5cdca7 · outbound

This paper cites Tevet, R.D.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Tevet, R.D

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.358518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.612027Z digest=sha256:e4493d4e36183af22b9ac6801a08f28943248f2ac73a259b25d74f0af736a2bb

Observation 92d1ca76-cc54-4e41-9258-5ad28b2aa532 · outbound

This paper cites Towards a universal mechanism for successful deep learning.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Towards a universal mechanism for successful deep learning

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-08-05T11:01:21.095075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.617951Z digest=sha256:194da5744ff5674ac912cda577a22ca8491770c748eec1f41fabba2b3d6245b0

Observation 193d0cc9-17f3-4aea-9bf0-6645984e830f · outbound

This paper cites an unresolved cited work.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:01:22.331304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.625146Z digest=sha256:14dfdb2997c041dfe6cd101f4d395521a1c15ad8cf95ee19da83a611aaa171d0

Observation d6082b6c-0143-4185-963b-7f4715270e67 · outbound

This paper cites an unresolved cited work.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:01:22.295675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.634231Z digest=sha256:4c19941309b3171bc04a2f98d71fd610ab42a01ef0958cbe4cc4d27290038889

Observation 88972625-d791-42bb-8c9d-812301949b95 · outbound

This paper cites Clark, K.A.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Clark, K.A

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.260894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.649209Z digest=sha256:4a912a022e5332f5243e8c8229b4bdada49a10b00da4dc11c1c5da5ba6426a21

Observation 3100a1d0-313b-4774-8ed5-e39a1305eed7 · outbound

This paper cites Ghosh, Y.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Ghosh, Y

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.225720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.658372Z digest=sha256:ac661e9aa4ee1b9876ce4d8c28b80ac612c92938f2388c5255c6bd2860c2b1eb

Observation d8eda53d-4216-4a5b-bd20-b072626b2485 · outbound

This paper cites Durbin, D.E.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Durbin, D.E

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.197814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.669557Z digest=sha256:e20274b103e7678f5beb7f187d775790dfe5148cddfceb6c206e6fce1a76e662

Observation 8fe21178-1646-4e52-8699-85ce366fdb1f · outbound

This paper cites Hodassman, R.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Hodassman, R

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.169676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.676882Z digest=sha256:98d6137bde7fe054bde8d7a0711a2250942e84bb6dfbf31c26c9bf09fea62e06

Observation c52c2b6f-4cb3-4ade-97b0-10743764a2c7 · outbound

This paper cites Vardi, Y.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Vardi, Y

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.134368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.683639Z digest=sha256:cd9a9f5d5515275489328930d64a29fee9a594addd961bea8d7de5d30cdc67a9

Observation 7f54e2f7-6208-4e42-9c1c-9c0756e75334 · outbound

This paper cites Sardi, R.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Sardi, R

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.111796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.689452Z digest=sha256:aedcc1f0a5ed53de5e02165ed3127948c39efade9e4278b639a94175ef637788

Observation 31ee5467-8ef9-482b-a2c0-25afc4242c3a · outbound

This paper cites Sardi, R.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Sardi, R

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.084562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.702248Z digest=sha256:5c6f604110b70a780469e31c86b418a6460a6dc0b97ed10245e3e8dba9a83974

Observation 88b366c5-2bc6-4520-8773-64d63095f5a1 · outbound

This paper cites Lehmann, R.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Lehmann, R

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.059447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.709874Z digest=sha256:4315c966d337d04697f9bc43a72b28b681d6e06cfdcca03ac68e1734c03c9af0

Observation 897b0e9f-4ec2-42d3-ad53-81c119e8f2a5 · outbound

This paper cites FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-08-05T11:01:21.031563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.716385Z digest=sha256:396a4ad693bd820c2bab82cf58829eab234bb55c46b0c3419806d1c90e982a38

Observation 0b75307d-e708-46d6-a36f-b77cd6988d53 · outbound

This paper cites PyTorch: An Imperative Style, High-Performance Deep Learning Library.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning PyTorch: An Imperative Style, High-Performance Deep Learning Library

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-05T11:01:20.721924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.721924Z digest=sha256:e7b6da2b856c042f3a97c22c35265fea6535f3ddacedd7b4db53933a12bb63b2

Observation 56758630-999d-49dc-9607-00868fa711b7 · outbound

This paper cites Schmidhuber, Deep learning in neural networks: An overview, Neural networks, 61 (2015) 85-117.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Schmidhuber, Deep learning in neural networks: An overview, Neural networks, 61 (2015) 85-117

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:01:22.034442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.730997Z digest=sha256:dc6ad76a6db0b8a92564fd2090336476c588944d5d1f67e1695174ed1791c403

Observation 243c5f76-3ab2-4309-92f5-6e3fd730eb53 · outbound

This paper cites an unresolved cited work.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:01:21.995577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:01:20.740269Z digest=sha256:dddf9d225273ccdc80ed284395b5633170f2a3af841428f575e4d395f455782b

Observation d1921562-adaf-4b16-be88-8dcc9c8b2458 · outbound

This paper cites Decoupled Weight Decay Regularization.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Decoupled Weight Decay Regularization

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T11:01:20.747158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.747158Z digest=sha256:4599d72dce09c5b5f248c61c4ccfe479b2e5f6d46081cf6e996a05263ee02a29

Observation 5e8d4bdd-1d62-48c6-a26b-b800afd71024 · outbound

This paper cites L2 Regularization for Learning Kernels.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning L2 Regularization for Learning Kernels

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-05T11:01:20.753605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.753605Z digest=sha256:721d36c5d8db267779b65e069c4aa57eb576d65c06a8951e44f92d4c324d834b

Observation 1616d138-a0ff-49aa-8b08-130635d6a4c1 · outbound

This paper cites Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-05T11:01:20.761518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.761518Z digest=sha256:6af0a24c7fe9fd2b60e61f56c56c3aad461257384f43b7686f5978cae6ddf35b

Observation 6a970119-8bd2-4196-84cc-644e09281535 · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-05T11:01:20.769972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.769972Z digest=sha256:6b355bb812544966d2ee96b62869d6b81a651e07ca16575a85897e6c8701f116

Observation 57488ebc-df3e-4b84-b68b-d210824b2946 · outbound

This paper cites Universal Language Model Fine-tuning for Text Classification.

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning Universal Language Model Fine-tuning for Text Classification

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-05T11:01:20.775942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:01:20.775942Z digest=sha256:ee814d0f0a03252a2ea830782398874ce2501deeb0dec7bed98573ea7c4cdc56

Pith citing papers

No inbound Pith citation observations are available.