Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-17T05:08:42.031800Z
Paper Citation Record · LEDGER
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark
As of 4 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 2 inbound Pith citation observations for arXiv:2511.21285.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-17T02:38:11.118057Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-05-17T02:38:53.814101Z
Reference resolution
71 of 71 outbound references displayed
- verified exact33
- verified fuzzy2
- unresolved36
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 64cba211-dc67-4650-920b-468197dd5a19 · outbound
This paper cites online" 'onlinestring :=.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark online" 'onlinestring :=
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T05:09:04.142271Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e710cdac-6f8a-40eb-b161-56759e4552f4 · outbound
This paper cites write newline.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark write newline
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T05:09:04.135343Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5ee3e545-8f25-4308-b301-92ce3c1c0b16 · outbound
This paper cites GPT-4 Technical Report.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark GPT-4 Technical Report
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.629004Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ffd3d587-e76f-4207-b076-1875632e7c7b · outbound
This paper cites MathQA: Towards interpretable math word problem solving with operation-based formalisms.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark MathQA: Towards interpretable math word problem solving with operation-based formalisms
Reference 4
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.384489Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 253dc7c2-c4f6-497d-9cd6-1631fb3efaff · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 5
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.381340Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 83b32984-dd8b-496b-b130-3c0acdae6cad · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.146710Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6623c981-6aa9-4381-bdee-d89235273526 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.153535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5b7bddfc-1a33-4f18-8384-3102f08c886a · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.149938Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9d9fdfd8-4889-4f21-a744-4092b827dc75 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.138869Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7c41643f-c088-4f00-a716-11f913a4e943 · outbound
This paper cites S em E val-2017 task 1: Semantic textual similarity multilingual and crosslingual focused evaluation.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark S em E val-2017 task 1: Semantic textual similarity multilingual and crosslingual focused evaluation
Reference 10
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.313127Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a6a1a3cf-e74d-436b-a5cf-2179d7abc27a · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.231658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a8d4fc20-8c2a-4205-87f8-5a04300ebc50 · outbound
This paper cites B ool Q : Exploring the Surprising Difficulty of Natural Yes/No Questions.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark B ool Q : Exploring the Surprising Difficulty of Natural Yes/No Questions
Reference 12
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.377997Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 386d0d3c-36a4-4f7a-af92-06a51a024b59 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.181453Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f68927d5-9bd1-4c4b-bdf4-d8e924b794b2 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Training Verifiers to Solve Math Word Problems
Reference 14
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.684990Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 401769c9-f97e-4f9d-bcff-bf26886e3293 · outbound
This paper cites The pascal recognising textual entailment challenge.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark The pascal recognising textual entailment challenge
Reference 15
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.374724Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9a737a31-4692-4712-a3e7-81e69f1b5688 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.189972Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b75f4a86-b2ec-418e-af74-bff8a6adc5a7 · outbound
This paper cites BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 17
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.333434Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5905e397-b1aa-4cac-a725-2bab560a035d · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.170474Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 27529d63-949a-403b-8142-772487a63181 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.173269Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation efabcfbe-5115-419f-8cb5-dcf4f20cb0e0 · outbound
This paper cites The Llama 3 Herd of Models.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark The Llama 3 Herd of Models
Reference 20
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.632897Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ffa26793-261c-49a6-be9e-f49e0d7da39a · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.242353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 14757472-d694-465d-857d-08a69546b259 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.239461Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c12fba66-c128-4020-9462-e8ecf4135f08 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.166943Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c6411876-ef24-4593-ba1d-34b9d0bf28a1 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.209808Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 253af9e5-ac56-4d2a-bccf-295c19403d94 · outbound
This paper cites Mistral 7B.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Mistral 7B
Reference 25
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.653963Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 92a30a09-2a85-49b4-b018-b0283fefc279 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.218099Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9745f31e-5981-40f5-9f29-bd607dcc910b · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 27
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.352535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2940bb1b-021c-4609-ac29-1b202afdbb33 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.195708Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 261725a0-df62-4867-8a4d-33273fc1ec31 · outbound
This paper cites URL https://aclanthology.org/2021.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark URL https://aclanthology.org/2021
Reference 29
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.344751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 95a28467-085a-4380-a9fa-a4c294f33729 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.226246Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 16d22cb6-0374-4d38-9461-0f9baff847fe · outbound
This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Prefix-Tuning: Optimizing Continuous Prompts for Generation
Reference 31
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.348938Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 59e346ea-8bc4-4c57-9c93-8ef45e486146 · outbound
This paper cites Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning
Reference 32
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T05:09:03.671753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a0e4fc9d-7ad9-47f7-8b3e-fcaac21e6b24 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.178648Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 824d32ff-3626-4f2e-83e8-661ca1554b12 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.215574Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 53b307ca-de93-4ecf-87eb-e88f48420b99 · outbound
This paper cites ACM Comput.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark ACM Comput
Reference 35
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.340768Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e77239a3-607f-4b2f-9fec-a820806be7a0 · outbound
This paper cites P -Tuning: Prompt Tuning Can Be Comparable to Fine-tuning Across Scales and Tasks.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark P -Tuning: Prompt Tuning Can Be Comparable to Fine-tuning Across Scales and Tasks
Reference 36
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.359218Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 60f74942-d84d-4e16-8a99-e9fb00aa532f · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.206771Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1fdcbe53-5df3-4a3d-bf1b-c5e0188a06a9 · outbound
This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 38
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.667563Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f184524a-29cb-495d-837d-644ff966ef1e · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.201467Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6755772c-38bc-40d3-9b93-8bb8be798aee · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.157030Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 413a9423-a1d7-472e-92cd-26eaa3b4b88b · outbound
This paper cites Are NLP Models really able to Solve Simple Math Word Problems?.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Are NLP Models really able to Solve Simple Math Word Problems?
Reference 41
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.329512Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 13c45878-f435-4816-871a-1330eb5afc65 · outbound
This paper cites doi:10.18653/v1/N19-1128 , pages =.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark doi:10.18653/v1/N19-1128 , pages =
Reference 42
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.337124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 433d54a1-1762-4195-92ea-b732936ef8f6 · outbound
This paper cites PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models
Reference 43
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T05:09:03.645254Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a14b0678-47bd-40d7-bfca-988379fc70f8 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.223420Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 051873fb-ad2f-48a2-9bf0-f3569b64c9ac · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.175920Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d02b5bcd-92b8-4416-a7ab-46ffc818ef1b · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.236899Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0bdc3b98-445f-45c9-bbab-b9e0766bb10a · outbound
This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark CodeBLEU: a Method for Automatic Evaluation of Code Synthesis
Reference 47
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.658592Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d824982d-74aa-4b13-bb87-ffed9b9446d8 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.228798Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0a43a6f6-4ce4-447b-a4c3-76ca5c05320f · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.192697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 693737db-9646-4575-9945-6c0fc0f7b16b · outbound
This paper cites Social IQ a: Commonsense reasoning about social interactions.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Social IQ a: Commonsense reasoning about social interactions
Reference 50
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.324542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4383d6be-e20f-4c0f-bb14-8083e7ce5e4f · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.160470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e204171b-d284-4db7-a596-170b7ecf8d0e · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.244812Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0bf5fa6e-61e2-4f3e-8684-c75ed838b96b · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.198476Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7d08ad90-165a-4738-a67c-eca491f35b36 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.204003Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 494399a4-084c-4459-bbbb-175339f5f2aa · outbound
This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 55
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.640963Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation da280fdd-6649-45f2-9696-d073071b587d · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.187208Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1c2ef78e-3722-4d84-b5c0-49a08971c944 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 57
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.220802Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9d803c7e-d021-4cf4-ba35-93df5121ae11 · outbound
This paper cites GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
Reference 58
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.689799Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1c959031-0b92-4d46-8dbe-8fe87a7d2c04 · outbound
This paper cites Transactions of the ACL 7, 625–641 (2019).
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Transactions of the ACL 7, 625–641 (2019)
Reference 59
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.355736Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3a0ca3c7-9104-4d56-a9f7-b9be35cd129d · outbound
This paper cites A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference
Reference 60
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.363680Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1ee004ef-f683-4a36-9ba1-24257413e58a · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.163738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a47bdbe2-464f-4b70-9b1a-23a9b8142b76 · outbound
This paper cites Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment
Reference 62
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T05:09:03.680829Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c23daac4-0bdc-4ddc-a011-0592cd464126 · outbound
This paper cites Qwen2 Technical Report.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Qwen2 Technical Report
Reference 63
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.636759Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5dda6951-314e-406b-bbae-eade47a9cd9a · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.234293Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 249025ac-a206-4775-b986-563e9a2e8a0f · outbound
This paper cites URL https:// doi.org/10.18653/v1/p19-1472.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark URL https:// doi.org/10.18653/v1/p19-1472
Reference 65
- Resolution
- verified exact
- doi, observed 2026-05-17T05:09:03.368792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1e2f84c8-7e76-4e62-addc-c542f6323d3d · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 66
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.212821Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c24cbd3a-19e1-4c80-b8a1-2da2ffe3d23e · outbound
This paper cites Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Dynamic Task Vector Grouping for Efficient Multi-Task Prompt Tuning
Reference 67
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T05:09:03.662902Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 79bea3d6-29d3-4e35-9c8c-1d9d0ac4d0df · outbound
This paper cites ReCoRD: Bridging the Gap between Human and Machine Commonsense Reading Comprehension.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark ReCoRD: Bridging the Gap between Human and Machine Commonsense Reading Comprehension
Reference 68
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.693250Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3e8ee51a-eefe-4b05-8103-4d7e5cba0fcd · outbound
This paper cites ZhiJian: A Unifying and Rapidly Deployable Toolbox for Pre-trained Model Reuse.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark ZhiJian: A Unifying and Rapidly Deployable Toolbox for Pre-trained Model Reuse
Reference 69
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T05:09:03.649662Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1152e53f-5330-4e53-9983-b48d98786a76 · outbound
This paper cites an unresolved cited work.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T05:09:04.184094Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cae694ee-81ef-4f19-84cd-6ddcf4a68d7d · outbound
This paper cites LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models.
PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models
Reference 71
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T05:09:03.675869Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
Observation f5dda5de-cb3b-4e76-abe3-56e892e3af2d · inbound
PEFT-Factory: Unified Parameter-Efficient Fine-Tuning of Autoregressive Large Language Models cites this paper.
PEFT-Factory: Unified Parameter-Efficient Fine-Tuning of Autoregressive Large Language Models PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark
Reference 10
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T02:38:53.816367Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5fd000a3-bcd8-42c0-91b4-210de1880d61 · inbound
Low-Data Supervised Adaptation Outperforms Prompting for Cloud Segmentation Under Domain Shift cites this paper.
Low-Data Supervised Adaptation Outperforms Prompting for Cloud Segmentation Under Domain Shift PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark
Reference 13
- Resolution
- verified exact
- arxiv_id, observed 2026-05-14T01:53:25.127707Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.