Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T14:18:05.746657Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2502.06806.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T14:18:05.746657Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
64 of 64 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 685c77ce-f0d1-40ae-af02-1f78a58e6fa7 · outbound
Logits are All We Need to Adapt Closed Models write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bd25a21-0a72-4286-95d2-6742b9076019 · outbound
Logits are All We Need to Adapt Closed Models Kaggle, 2023
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cafeeebc-e0dd-4fdd-ba88-3ef0d1b9c10d · outbound
Logits are All We Need to Adapt Closed Models GPT-4 Technical Report
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52d56332-e6bb-40ab-8783-6dcab1d275d5 · outbound
Logits are All We Need to Adapt Closed Models Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d9b1309-ac4f-412f-8f7c-9e896ef58309 · outbound
Logits are All We Need to Adapt Closed Models Constitutional AI: Harmlessness from AI Feedback
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c7480e8-154a-4293-ae29-66279652576c · outbound
Logits are All We Need to Adapt Closed Models and Lavie, A
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f884cd1f-b16e-4267-90f8-4b725bb509f5 · outbound
Logits are All We Need to Adapt Closed Models M., Netrapalli, P., and Sanghavi, S
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 29262d47-9493-4aa2-838e-33a3882b1d94 · outbound
Logits are All We Need to Adapt Closed Models F., Leike, J., Brown, T., Martic, M., Legg, S., and Amodei, D
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f84a38ea-f011-464b-a112-ed8195e49509 · outbound
Logits are All We Need to Adapt Closed Models Plug and play language models: A simple approach to controlled text generation
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a8e20662-0f3f-4204-97c2-3fedb15b336d · outbound
Logits are All We Need to Adapt Closed Models Qlora: Efficient finetuning of quantized llms
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffd4d2ff-7728-4c2a-af39-1a0728747606 · outbound
Logits are All We Need to Adapt Closed Models Black-box Prompt Learning for Pre-trained Language Models
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffaea811-574a-4870-9da7-01111889dd78 · outbound
Logits are All We Need to Adapt Closed Models Automatic evaluation of machine translation quality using n-gram co-occurrence statistics
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f039c32c-7c19-41e5-9bd1-a548be6f364c · outbound
Logits are All We Need to Adapt Closed Models A survey on in-context learning
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 829c4b6d-846f-4024-abed-1d7095ad74d9 · outbound
Logits are All We Need to Adapt Closed Models The Llama 3 Herd of Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 552387b6-7e12-4a68-99b1-82967cd01d4a · outbound
Logits are All We Need to Adapt Closed Models Evaluating the state-of-the-art of end-to-end natural language generation: The e2e nlg challenge
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0c81fff1-c6f2-4d0b-b8ba-c978b01ab211 · outbound
Logits are All We Need to Adapt Closed Models M., and Sidford, A
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ca5622c1-1745-488b-9aad-f1e2dc0abfaa · outbound
Logits are All We Need to Adapt Closed Models Aligning LLM Agents by Learning Latent Preference from User Edits
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95bb7a38-4149-46f4-97d1-838fa3b3c48e · outbound
Logits are All We Need to Adapt Closed Models Creating training corpora for nlg micro-planning
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b63b90bb-2e97-4ef9-8f84-db71e22dc3e7 · outbound
Logits are All We Need to Adapt Closed Models M., and Koyejo, S
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 207c1b7a-34cc-41ac-a36f-b66cee1d614a · outbound
Logits are All We Need to Adapt Closed Models A tail inequality for quadratic forms of subgaussian random vectors
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a735d375-ed89-4db2-8c34-a486756d78ef · outbound
Logits are All We Need to Adapt Closed Models LoRA: Low-Rank Adaptation of Large Language Models
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c2ee78b-64ee-4c17-93ca-e9ef681a3c59 · outbound
Logits are All We Need to Adapt Closed Models LLM -adapters: An adapter family for parameter-efficient fine-tuning of large language models
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d15eecbd-6534-4e72-ba62-71088f9c6231 · outbound
Logits are All We Need to Adapt Closed Models Llm-adapters: An adapter family for parameter-efficient fine-tuning of large language models
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fa27b44e-3d2a-4dc3-9329-e4730c704ef1 · outbound
Logits are All We Need to Adapt Closed Models Calibrating Long-form Generations from Large Language Models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d119cc45-24d7-473a-8e2a-c38a28676b0b · outbound
Logits are All We Need to Adapt Closed Models GPT-4o System Card
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94101ad7-4f79-4802-9483-b008a4333d6e · outbound
Logits are All We Need to Adapt Closed Models Calibration-tuning: Teaching large language models to know what they don’t know
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e529b15d-ceed-4eba-b682-92631c0f72a8 · outbound
Logits are All We Need to Adapt Closed Models S., Reid, M., Matsuo, Y., and Iwasawa, Y
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 37d9596b-1270-4782-9a38-ed701b8e0b28 · outbound
Logits are All We Need to Adapt Closed Models O., Natarajan, N., Ravikumar, P
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 18cbde84-9db3-44c3-a0d1-2018524f773e · outbound
Logits are All We Need to Adapt Closed Models D., McCann, B., Keskar, N
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b6072f4f-178a-4377-ba2b-0483be7e4f2a · outbound
Logits are All We Need to Adapt Closed Models and Szepesv \'a ri, C
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0522f5bc-c60b-4ad4-a211-343f5c960f63 · outbound
Logits are All We Need to Adapt Closed Models The power of scale for parameter-efficient prompt tuning
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation be085ddc-9e70-4f36-9c89-895476c802a5 · outbound
Logits are All We Need to Adapt Closed Models S., and Hashimoto, T
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 769a5818-78e1-40de-8675-c23cec7c7ab7 · outbound
Logits are All We Need to Adapt Closed Models Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 45f1247d-e0e4-4adf-9379-246def7a421d · outbound
Logits are All We Need to Adapt Closed Models Y., Zhou, W., Shen, M., Zhou, P., Bhagavatula, C., Choi, Y., and Ren, X
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7437fe32-bf5a-4eca-97df-34323ede1eb9 · outbound
Logits are All We Need to Adapt Closed Models Rouge: A package for automatic evaluation of summaries
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c71b93b-cd64-410f-9fb4-627351e34219 · outbound
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 61848a4c-6040-43d4-be19-fc478d2aeb52 · outbound
Logits are All We Need to Adapt Closed Models Detecting and correcting for label shift with black box predictors
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a22fdb01-3054-4472-abfa-c934ba77ef52 · outbound
Logits are All We Need to Adapt Closed Models A., and Choi, Y
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b1a42d7a-320b-4931-8a4a-d2ca0e46e4fa · outbound
Logits are All We Need to Adapt Closed Models Tuning Language Models by Proxy
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1527811b-f54d-4c32-8203-8df1154fa145 · outbound
Logits are All We Need to Adapt Closed Models Adapt in contexts: Retrieval-augmented domain adaptation via in-context learning
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 22edc967-a6c3-4c7d-ad1f-050140f53469 · outbound
Logits are All We Need to Adapt Closed Models Mix and match: Learning-free controllable text generationusing energy language models
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 51a0409b-633f-4b96-b26b-db67e85d4b48 · outbound
Logits are All We Need to Adapt Closed Models S., and Nowak, R
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 960cb7e1-b3ea-4122-a615-08b36884de1a · outbound
Logits are All We Need to Adapt Closed Models and Javidi, T
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 00c8fd68-be6c-4f43-b356-da2c0eed1ed5 · outbound
Logits are All We Need to Adapt Closed Models Consistent multiclass algorithms for complex performance measures
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ff19d9df-6816-4f85-9b42-5e432addec27 · outbound
Logits are All We Need to Adapt Closed Models Training language models to follow instructions with human feedback
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45c6468e-0e99-4ddb-a795-aec6ba796b52 · outbound
Logits are All We Need to Adapt Closed Models Bleu: a method for automatic evaluation of machine translation
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c976a77e-10bf-47f0-8568-b52b15b9148d · outbound
Logits are All We Need to Adapt Closed Models Making deep neural networks robust to label noise: A loss correction approach
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d425b60-330d-484a-a6a8-c876435d1707 · outbound
Logits are All We Need to Adapt Closed Models To Cool or not to Cool? Temperature Network Meets Large Foundation Models via DRO
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6f95a83f-2f8a-4282-a55d-8b60620327a7 · outbound
Logits are All We Need to Adapt Closed Models Language models are unsupervised multitask learners
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f4837f9-4d8f-460f-832a-1b2f1b303058 · outbound
Logits are All We Need to Adapt Closed Models D., Ermon, S., and Finn, C
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d25313df-f507-4648-89da-213a151cf813 · outbound
Logits are All We Need to Adapt Closed Models Multitask prompted training enables zero-shot task generalization
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbccebd2-cb55-4a1a-9e2d-ecef76ba426d · outbound
Logits are All We Need to Adapt Closed Models W., and Ghosh, S
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3241e550-1ddd-44a3-8ced-92d392446333 · outbound
Logits are All We Need to Adapt Closed Models The Hessian perspective into the Nature of Convolutional Neural Networks
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 54ee4371-3d8f-419a-a798-e142062bc519 · outbound
Logits are All We Need to Adapt Closed Models H., Wu, J., Washington, C., Sadler, B
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation dbc0881d-7bed-4c99-93e1-c394531e5f9d · outbound
Logits are All We Need to Adapt Closed Models Training convolutional networks with noisy labels
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5859cbe9-403d-4553-9b29-cb8a931cdb7e · outbound
Logits are All We Need to Adapt Closed Models On the Duality between Gradient Transformations and Adapters
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f6c84453-3adc-4b8f-b4a8-74a5456591b0 · outbound
Logits are All We Need to Adapt Closed Models Calibrating Large Language Models Using Their Generations Only
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c6b2ed5-9fb4-4fa3-9ace-1884e2020f0f · outbound
Logits are All We Need to Adapt Closed Models Cider: Consensus-based image description evaluation
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 432f0e90-9348-4f48-9fd2-c382b728706d · outbound
Logits are All We Need to Adapt Closed Models W., Lester, B., Du, N., Dai, A
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3e7cbc3-048c-4ffc-90df-58c946424979 · outbound
Logits are All We Need to Adapt Closed Models HuggingFace's Transformers: State-of-the-art Natural Language Processing
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdc37368-4fb8-4af5-8d65-a810f256b7f4 · outbound
Logits are All We Need to Adapt Closed Models and Klein, D
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6bad817f-f3dc-46af-b1e3-36e8136e8e59 · outbound
Logits are All We Need to Adapt Closed Models A Study on the Calibration of In-context Learning
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0f0bae6-34be-46d7-9b78-6e8bbece3e14 · outbound
Logits are All We Need to Adapt Closed Models Why Transformers Need Adam: A Hessian Perspective
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40269928-538c-4746-b797-3da9ed860206 · outbound
Logits are All We Need to Adapt Closed Models On the calibration of large language models and alignment
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
No inbound Pith citation observations are available.