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Paper Citation Record · LEDGER

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models

As of 17 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2501.07818.

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

pith.paper-citation-record.v1
2501.07818 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:38:20.672931Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

40 of 40 outbound references displayed

  • verified exact2
  • verified fuzzy1
  • unresolved37
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4ec5fca0-6ed8-4d97-87c7-a744b195e23e · outbound

This paper cites URL: " 'urlintro :=.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models URL: " 'urlintro :=

Reference 1

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no resolver link, observed 2026-08-10T20:38:20.445156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.445156Z digest=sha256:6981d8151fd460d9d5bb07d911a03d91d37a341a11047d8c4a9241102fbd45ba

Observation 0b91f62c-1a64-474d-b543-9e6b1b41f28d · outbound

This paper cites write newline.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models write newline

Reference 2

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no resolver link, observed 2026-08-10T20:38:20.451515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.451515Z digest=sha256:21a8b7014ff6692e337eab8ab15e215509a0245f80046f7418c4dc7c83aa9b8f

Observation a2dade6d-2745-41b6-b844-d3ff8900aa73 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 3

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no resolver link, observed 2026-08-10T20:38:20.457840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.457840Z digest=sha256:ebe3d18409dd0071e5c94bac391ddcd03f68740ca93a084455774d37cff29862

Observation 60ce783e-bfde-4b41-bdfd-89bab6b743df · outbound

This paper cites FreezeOut: Accelerate Training by Progressively Freezing Layers.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models FreezeOut: Accelerate Training by Progressively Freezing Layers

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.464037Z digest=sha256:2fb9256ce96760e02ef12beb1ab35db659425ba943bbc882b4ce65b6f90e8beb

Observation d131e308-788a-48a6-89d0-a2f7ae81f611 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 5

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unresolved
no resolver link, observed 2026-08-10T20:38:20.470079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.470079Z digest=sha256:615388de46b6c9a8c93d5b768b3a50e23ea29ea3bdc9e918871eb9e1f0141e89

Observation 16c44eb6-8b32-4534-826a-bbae107296ba · outbound

This paper cites Bowman, Holger Schwenk, and Veselin Stoyanov.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Bowman, Holger Schwenk, and Veselin Stoyanov

Reference 6

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no resolver link, observed 2026-08-10T20:38:20.476070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.476070Z digest=sha256:44f725f1e33f2f76827c998c2bf5e9461729d9f34b7c89aef08a43d60ebbfc90

Observation 70b6d035-e55b-49dd-ae58-864c062669a1 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 7

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verified exact
doi, observed 2026-08-10T20:38:20.845226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-10T20:38:20.482654Z digest=sha256:eef527f74b1bbc006ca2d3d4fadc4142cc9789912a8790003e9a2750f22983df

Observation 6f8f5c3d-bb0d-46f4-8c21-82edfac5d5fb · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 8

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unresolved
raw_fallback, observed 2026-08-10T20:38:21.630278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-10T20:38:20.488338Z digest=sha256:f644507be36db179405227907707c08b22837f36c7ec74f673587c2f2659363b

Observation 623fe719-1ed3-40bc-84e4-f20c8e0dafe7 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-10T20:38:20.494402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.494402Z digest=sha256:08c2061b3eaeed5cb5bb05822a648b4cf36c6c9fd885993b46b7f0e1d54d9c2e

Observation 67ff16b3-f58b-455f-9f9c-7d167f230803 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 10

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unresolved
no resolver link, observed 2026-08-10T20:38:20.500313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.500313Z digest=sha256:081193d08e5b5e544a0d38147c4fa694d1cd8e3c2c4427f65a84db3b1fee85c2

Observation 3b322158-2594-4dca-b774-013cb08ab3f4 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 11

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raw_fallback, observed 2026-08-10T20:38:21.543450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-10T20:38:20.505437Z digest=sha256:354bc2fac39f8acd0efcb3c84a295bb94923054bfb177eb573c8accfaf5c01fe

Observation f8e7f15b-48d5-4f2f-a8f4-c07426680bd9 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 12

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raw_fallback, observed 2026-08-10T20:38:21.486882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-10T20:38:20.511414Z digest=sha256:288b66e66c9b7c451f026f6aefdaac61b16a15e8054e765f0e2a76d2e80f365f

Observation e5227fe1-2784-42c6-9d26-7760e7b5979f · outbound

This paper cites MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages

Reference 13

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no resolver link, observed 2026-08-10T20:38:20.517252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.517252Z digest=sha256:e43a80a0cc1adbc5144dfdb1ebdc036995cb5cfa6931fe1f79d22212e32d5696

Observation 0fd28ef6-08c5-4fe4-8ff3-2fab9881765a · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 14

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unresolved
no resolver link, observed 2026-08-10T20:38:20.522979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.522979Z digest=sha256:cb91a22609bdf6bc14fb4edb7935dca26f0fc080a6f357c27d794a05581fd63d

Observation 947c3a11-b430-448f-8f13-aad3a47b93f9 · outbound

This paper cites GEMv2: Multilingual NLG Benchmarking in a Single Line of Code.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models GEMv2: Multilingual NLG Benchmarking in a Single Line of Code

Reference 15

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no resolver link, observed 2026-08-10T20:38:20.528457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.528457Z digest=sha256:8026df77c81688fc8eb9e763d347eaa174b281efccae38f94deacae6f8489165

Observation 58facb72-670c-4c6a-9bcb-d17e39ff8861 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 16

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no resolver link, observed 2026-08-10T20:38:20.534043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.534043Z digest=sha256:9d17e2d6e3fde49eec6ebd6f19c9eb214d7ea101840dc45bdc7938f684c8a791

Observation 200f6988-0963-4e17-b221-04f768122653 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 17

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unresolved
no resolver link, observed 2026-08-10T20:38:20.539485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.539485Z digest=sha256:5a73abf01d0a2ee7e8e155fb49535535dd15776dbb58cfdb7fa95de700c19910

Observation d49f9ec6-31ff-4442-ab4a-73f13b164e61 · outbound

This paper cites Improving neural networks by preventing co-adaptation of feature detectors.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Improving neural networks by preventing co-adaptation of feature detectors

Reference 18

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no resolver link, observed 2026-08-10T20:38:20.545081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.545081Z digest=sha256:d72f48a2b8b1b7a52c77a3640307c4d6f2379a102e494dd74fdeab3b33305d71

Observation 714a966c-a6e3-4c5a-bd51-ae4bc7bc0aa4 · outbound

This paper cites Weinberger.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Weinberger

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-10T20:38:21.436425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-10T20:38:20.551538Z digest=sha256:421de42b6d5631b95d22684433325ea033ee81b76eb3542cdbe3b74b12c94457

Observation d2d604a6-f108-4c8d-b970-1ae350b5a8e9 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 20

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no resolver link, observed 2026-08-10T20:38:20.556945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.556945Z digest=sha256:4d3972af706bea8416b9a1ba6fd2ef25ebd19830c690b1e8747ab6ccc6418b37

Observation 781b73f6-641e-47f9-9351-fa757c3e1851 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Adam: A Method for Stochastic Optimization

Reference 21

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no resolver link, observed 2026-08-10T20:38:20.561993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.561993Z digest=sha256:239ce93d7963552444f207c7b8304541709d1215028fde84be6faf58cc73bf61

Observation 4123d8c0-bdec-4701-8dec-80710a2273f9 · outbound

This paper cites What Would Elsa Do? Freezing Layers During Transformer Fine-Tuning.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models What Would Elsa Do? Freezing Layers During Transformer Fine-Tuning

Reference 22

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unresolved
no resolver link, observed 2026-08-10T20:38:20.567449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.567449Z digest=sha256:650a7278abc27d04b641c651a5b44015312b4560aa4e387fe86fa7f04e4d7af5

Observation 81199849-02e9-476b-8c76-34d0cab08103 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 23

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unresolved
no resolver link, observed 2026-08-10T20:38:20.572715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.572715Z digest=sha256:4a0bd6f7c16d632f97b3aea143b05377dfef62dc530b5c4a672caa0de2dba615

Observation 814aa1cd-5a6d-4133-a64a-c701c4971955 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-10T20:38:20.578011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.578011Z digest=sha256:94665c5c2f016f66bc8b989d69bd2a975004f3651bcd5ba9db5eaf26fc173fb1

Observation ec4fc2b7-b7ec-4c91-8b2e-e2ea61297481 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-10T20:38:20.583936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.583936Z digest=sha256:bafc2b96681d457c632a1e955e50e0476c558d8ef369e79c8d14a81abcbf3c4b

Observation b0a73737-d94a-4e01-99bf-9eb81a0134b6 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-10T20:38:20.590563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.590563Z digest=sha256:559fb0fa7de815ea0a46299d7d63e9b8dbca91586a316b34b16127f6c231075d

Observation 638a1ba2-231b-4526-8d19-3e22f87af764 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 27

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no resolver link, observed 2026-08-10T20:38:20.596790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.596790Z digest=sha256:d48a128d62158a5ac34c829d4d49dea23c5346909bf3709d4760ec83a783e79b

Observation c3b6349c-9d05-47b2-8002-a741a430de4e · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 28

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unresolved
raw_fallback, observed 2026-08-10T20:38:21.381258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-10T20:38:20.602830Z digest=sha256:138bc401f29cb22b66edeabea0b98638baf9dcd02f703a8c5db1781e27827b4d

Observation 87331e1e-b52e-42a3-aa7c-bc071f181f61 · outbound

This paper cites Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization

Reference 29

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unresolved
no resolver link, observed 2026-08-10T20:38:20.608155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.608155Z digest=sha256:44b895ac3ff93417ea976d7f4fdb72f9f5337fd6545d4e83314b219b5603f9a8

Observation 171ac3ac-db2a-48f2-a33d-24f8ff1277d3 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 30

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no resolver link, observed 2026-08-10T20:38:20.614042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.614042Z digest=sha256:fe7e36ff8d72ab402b6bc852fc0cdea83e0b7d4f69382f01af04df79e4629c45

Observation 75678b5b-e0f4-444c-994b-eaa0caffdad1 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 31

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unresolved
no resolver link, observed 2026-08-10T20:38:20.619338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.619338Z digest=sha256:77e81ca2e6f3981e674d4b2f419d2038e76d805b539a070430a2bfc857a888bd

Observation 22a1cc66-d352-49c9-846f-a8ce82f05139 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 32

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no resolver link, observed 2026-08-10T20:38:20.624624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.624624Z digest=sha256:7a5a4f69a0160ab33c9043fc718a5cdb835d99ca83839f300c4854cd1a75c668

Observation dc1ef37b-55a5-4f80-9a96-dc3d2b9497b3 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 33

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unresolved
no resolver link, observed 2026-08-10T20:38:20.630167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.630167Z digest=sha256:7f1c7bf9d0da9b5dfe862899973e2cbd90d535483ef81414eb4c1e6a97d770fb

Observation 2f3b28d8-3506-42c5-b034-3e32466fe37e · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 34

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no resolver link, observed 2026-08-10T20:38:20.635536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.635536Z digest=sha256:84b61fd0f05e9bfb36d6081f609b3bec1c157dbd8ef232e74ddc670999c0e7ec

Observation 82b95a2a-bbac-42c8-9000-63a3e0e3c497 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 35

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unresolved
raw_fallback, observed 2026-08-10T20:38:21.319695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-10T20:38:20.641603Z digest=sha256:13c25b4741c24fc4697992715d79b80778e167d00cea7c3a98cb2a06ae5a7ea1

Observation 8ca3b49a-a8bf-440a-b029-2de5d83471db · outbound

This paper cites Brown, Adam Santoro, Aditya Gupta, Adri \`a Garriga-Alonso, Agnieszka Kluska, Aitor Lewkowycz, Akshat Agarwal, Alethea Power, Alex Ray, Alex Warstadt, Alexander W.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Brown, Adam Santoro, Aditya Gupta, Adri \`a Garriga-Alonso, Agnieszka Kluska, Aitor Lewkowycz, Akshat Agarwal, Alethea Power, Alex Ray, Alex Warstadt, Alexander W

Reference 36

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no resolver link, observed 2026-08-10T20:38:20.648069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.648069Z digest=sha256:c0ad0bebb08fc201bf7d5e6a4765f730f295b272afaf53ed9571bc2ddda8cf60

Observation 2d7372e8-0d82-412f-aa4d-22f9372b42ff · outbound

This paper cites McCarthy, Kevin Duh, Rebecca Marvin, Paul McNamee, Jeremy Gwinnup, Tim Anderson, and Philipp Koehn.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models McCarthy, Kevin Duh, Rebecca Marvin, Paul McNamee, Jeremy Gwinnup, Tim Anderson, and Philipp Koehn

Reference 37

Resolution
verified exact
doi, observed 2026-08-10T20:38:20.748271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-10T20:38:20.655402Z digest=sha256:825328cc9dc67b4614d774e95c63f4d8832a2be39c9dca874ae2dc599be09112

Observation 9eb215b2-6500-417e-940e-fc9c1625e0ae · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 38

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no resolver link, observed 2026-08-10T20:38:20.660970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.660970Z digest=sha256:be3760e79beaf0bac4e71189c12ce368b631aeeb3784b4ccd7e57c46414f8670

Observation f113199d-d911-43b6-9296-170cdcfbcce2 · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-10T20:38:21.283908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-10T20:38:20.666700Z digest=sha256:27f6eb4a57cbae2194056fc105d0ab1b7454982ab768d38aa43210a25a16aec2

Observation 0e373ca7-d81e-41a3-9e23-c105d099d7cc · outbound

This paper cites an unresolved cited work.

A Multi-Encoder Frozen-Decoder Approach for Fine-Tuning Large Language Models Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-10T20:38:20.672931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:38:20.672931Z digest=sha256:cc6544ebfbcb6b9db6111a80f1c3c0bd80eeb46e02a6ed3a28873aa0b2371a9f

Pith citing papers

No inbound Pith citation observations are available.