Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T21:46:41.652746Z
Paper Citation Record · LEDGER
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models
As of 21 August 2026, this Paper Citation Record lists 89 of 89 outbound references and 0 inbound Pith citation observations for arXiv:2505.09062.
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 2026-08-21T06:32:19.484+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
Reference resolution
89 of 89 outbound references displayed
- verified exact8
- verified fuzzy12
- unresolved67
- parse uncertain0
- malformed identifier2
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 3fdeb7df-e0f6-44bb-863e-405845c27381 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.291330Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f9644cc-0e70-492c-9827-2e4afcd744db · outbound
This paper cites Stapleton, Y.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Stapleton, Y
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.296491Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef7aafff-a957-4b10-bf3c-316238c3fb0b · outbound
This paper cites Sridhara, E.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Sridhara, E
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.300257Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8dff3c21-1e82-44cb-9e75-d8f79d20d25b · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.304367Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e81a0f1-0603-4753-bb64-749d2e4cc143 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.307996Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85a0257d-a99e-4dff-9029-e2e1ecdaf11c · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.311520Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fcfb117-e71a-43b6-964f-d9a611d32132 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.315199Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68e7aa22-d651-4c3d-b7ee-a8048d013cc3 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.318666Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4153ab70-c0bb-46d7-b123-2d62a09454aa · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.326386Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 346270bf-6e13-4e90-90f7-cf1b6bf16c6b · outbound
This paper cites CodeT5+: Open Code Large Language Models for Code Understanding and Generation.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models CodeT5+: Open Code Large Language Models for Code Understanding and Generation
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.330435Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3a25ba5-8ea3-4e39-bf21-add6fd936bae · outbound
This paper cites Code Llama: Open Foundation Models for Code.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Code Llama: Open Foundation Models for Code
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.334595Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41fa3bdc-cf3d-4a26-9bbc-8327bbf617d4 · outbound
This paper cites Zhang, X.
Reference 12
- Resolution
- verified exact
- doi, observed 2026-08-15T21:46:41.838714Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a15c245a-1766-483c-bdec-e12145f8b37f · outbound
This paper cites Macherey, F.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Macherey, F
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.343635Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7125584f-ec80-4812-ad78-19e0fec77326 · outbound
This paper cites Tromble, S.
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.347654Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68170699-b550-4565-9cd8-3ffc27cf8824 · outbound
This paper cites Kumar, W.
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.351872Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fe115a2-bdc4-4069-89a2-a73530b523ac · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.356477Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17e17306-4707-4aff-89d0-a5223fd167ae · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.364845Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16a83dbb-0874-4c0c-bb6a-b02d0a58b487 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.561052Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e9b6e673-0f26-4341-a9da-0e8de753922b · outbound
This paper cites Variational Transformers for Diverse Response Generation.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Variational Transformers for Diverse Response Generation
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.373309Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44f0c24b-64c4-410b-9859-4a7f4447645a · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.378497Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 177cfb4f-202a-440c-93c4-6c4366c445d5 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.387904Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26a11c4f-cd5b-4dd9-9e2a-6eb8442dc930 · outbound
This paper cites Transformer-based Conditional Variational Autoencoder for Controllable Story Generation.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Transformer-based Conditional Variational Autoencoder for Controllable Story Generation
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.391999Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bd42168-8bfa-449f-a610-0b529677578f · outbound
This paper cites Jiang, G.
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.396337Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3555918a-4c49-4138-9b00-92dbadc9e94d · outbound
This paper cites Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.400144Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7168d6e-c615-4cb9-ab9e-ecd1c3c81e91 · outbound
This paper cites Sequential Latent Spaces for Modeling the Intention During Diverse Image Captioning.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Sequential Latent Spaces for Modeling the Intention During Diverse Image Captioning
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.404184Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e292a08-b753-43dd-97dd-ccba00ee5186 · outbound
This paper cites Ruan, Z.-H.
Reference 26
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-15T21:46:41.408275Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89eaf62b-dd00-4593-a9ee-0889482d3b0b · outbound
This paper cites Vaswani, N.
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.544400Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2159df52-3a88-473e-ad65-9919ac7dce2e · outbound
This paper cites GraphCodeBERT: Pre-training Code Representations with Data Flow.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.416883Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d784dec1-40ad-4660-90d8-e4e117dfb557 · outbound
This paper cites ContraBERT: Enhancing Code Pre-trained Models via Contrastive Learning.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models ContraBERT: Enhancing Code Pre-trained Models via Contrastive Learning
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.420930Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7199621-7251-4c88-916c-4a7745f89406 · outbound
This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.424824Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f18db3a3-7601-4fea-b109-82df1b851fb6 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Evaluating Large Language Models Trained on Code
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.428265Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d57c1e42-430d-47c8-b392-6d12662e5dad · outbound
This paper cites Unified Pre-training for Program Understanding and Generation.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unified Pre-training for Program Understanding and Generation
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.431798Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbd7b3e0-4a20-4c68-bd07-3d42fd6d6e2b · outbound
This paper cites Unsupervised Translation of Programming Languages.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unsupervised Translation of Programming Languages
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.436307Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a154c19d-db95-494d-8051-313ece37bae3 · outbound
This paper cites Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.440890Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c998bd26-06b3-4b46-bb9a-8c3005d384d2 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.444899Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7aeea6e-da75-4e10-bf9f-2b3d699ef387 · outbound
This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Prefix-Tuning: Optimizing Continuous Prompts for Generation
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.449159Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf4dfcd6-ca1f-4a33-a875-4ba47f6181e7 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.528913Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 15bd1715-47a0-403a-8944-f5d373a17bea · outbound
This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.457567Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8ba120b-9041-465c-a604-77d85c7fbb0c · outbound
This paper cites Lucas, G.
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.513225Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8561cf8b-706b-40b6-b8b6-79f1297d906d · outbound
This paper cites Z-Forcing: Training Stochastic Recurrent Networks.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Z-Forcing: Training Stochastic Recurrent Networks
Reference 40
- Resolution
- verified exact
- local_arxiv, observed 2026-08-15T21:46:42.605946Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b6d0c40d-88a4-4e4f-8b89-ff02a4f8f943 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 41
- Resolution
- verified exact
- doi, observed 2026-08-15T21:46:41.766212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ca6ed295-9e0e-43f2-aa15-4e50eabe1667 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.497743Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4d7c50fd-ec24-421c-9ec7-7bda5e0aff6e · outbound
This paper cites Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.479986Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b904e3a-bfca-4f16-8a4a-2127992b8f64 · outbound
This paper cites Su, Variational autoencoder (5): Vae+bn=better vae, 2020.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Su, Variational autoencoder (5): Vae+bn=better vae, 2020
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.480059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation aa07fd29-ae28-42e8-9297-819513e3e66a · outbound
This paper cites Zhong, P.
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.459623Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d3521d3f-4b97-40f4-b5f6-019192b3e08b · outbound
This paper cites Papineni, S.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Papineni, S
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.443486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 63693702-3d05-43d9-85cf-8cd01f99455c · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.495043Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2231861f-71ea-4465-9f2a-2d9397ca248c · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.427560Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ab8f7390-28e0-4348-b320-1038af281ea1 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.503255Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3bd2533-546b-47ce-adce-442fe3fb3080 · outbound
This paper cites An Extractive-and-Abstractive Framework for Source Code Summarization.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models An Extractive-and-Abstractive Framework for Source Code Summarization
Reference 50
- Resolution
- verified exact
- local_arxiv, observed 2026-08-15T21:46:42.507164Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 97da2599-9fce-4e8b-bd02-6f79d0a85bd9 · outbound
This paper cites Lin, ROUGE: A package for automatic evaluation of summaries, in: Text Summarization Branches Out, Association for Computational Linguistics, Barcelona, Spain, 2004, pp.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Lin, ROUGE: A package for automatic evaluation of summaries, in: Text Summarization Branches Out, Association for Computational Linguistics, Barcelona, Spain, 2004, pp
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.410177Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b09cc301-5f0b-435e-8a08-46944deebb8a · outbound
This paper cites Banerjee, A.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Banerjee, A
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.393951Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation aa0eeff4-ff5f-4a4a-8c65-363af3d1e2a9 · outbound
This paper cites Zhang, V.
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.378645Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e8976faa-2788-45e4-8397-bb9aa518aac7 · outbound
This paper cites Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Stochastic Beams and Where to Find Them: The Gumbel-Top-k Trick for Sampling Sequences Without Replacement
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.527668Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c40ef52-7c43-4bad-981c-4b60da200acc · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 56
- Resolution
- verified exact
- doi, observed 2026-08-15T21:46:41.740377Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7d3c4649-da1a-488d-ac1b-313f0c5247a0 · outbound
This paper cites Deep Captioning with Multimodal Recurrent Neural Networks (m-RNN).
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Deep Captioning with Multimodal Recurrent Neural Networks (m-RNN)
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.535419Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 828537d7-e44e-499a-9001-934e027561e4 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 58
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.361183Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cd296cd9-7c13-4b5c-a6c7-3db39ab43e63 · outbound
This paper cites Texygen: A Benchmarking Platform for Text Generation Models.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Texygen: A Benchmarking Platform for Text Generation Models
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.542451Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85ba67b7-9fec-40cf-98a8-3cacf0d9f977 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.545947Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 164c9426-7bd2-4135-8218-27c68f97c69b · outbound
This paper cites Eriguchi, K.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Eriguchi, K
Reference 61
- Resolution
- verified exact
- doi, observed 2026-08-15T21:46:41.717709Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 95b5b167-7161-4ee9-bf65-5ce5f252716a · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.337647Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e67f5b8d-8b07-457f-a8e4-34ca202faa9c · outbound
This paper cites BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.556718Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 213017ca-c384-422b-b323-7d0ce7ecfd15 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.321763Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 028040b9-23b5-4930-9478-9eb3928a26d6 · outbound
This paper cites Accessed: 2024-10-15.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Accessed: 2024-10-15
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.306616Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation aa99b724-ef35-4198-96cb-9f65c4a4f62a · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 66
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.284862Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8ebff43c-db8e-4c52-b68c-b678786e5089 · outbound
This paper cites Ahmed, K.
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.573808Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3de71812-5af8-489f-943a-4de8c4d5573e · outbound
This paper cites Haiduc, J.
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.578501Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 595d7885-5346-4817-b52d-6d2ec5cfaebf · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 69
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.266549Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1aeb3c56-90c1-4421-b485-83c50b2bb985 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 70
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.586312Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f264135-3649-406c-bd50-4b0412608666 · outbound
This paper cites Zhang, J.
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.249817Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f763c97b-1444-4eb5-8d7f-fb11a2eeb51a · outbound
This paper cites LeClair, S.
Reference 72
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.594829Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2b79295-210f-47e6-87c9-b4b6e46e5bf2 · outbound
This paper cites LeClair, S.
Reference 73
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.598522Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 377e26c0-cd55-4329-b999-560a55304eef · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.236322Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 67c754e8-6aa6-49d8-be9e-1f392dc39311 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 75
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.605735Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a158fdc7-1343-45bf-b47a-3d035ccc76fb · outbound
This paper cites Tevet, J.
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.222420Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9acb7f87-5f6e-4c74-ac0b-11aba27ebcbc · outbound
This paper cites The Curious Case of Neural Text Degeneration.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models The Curious Case of Neural Text Degeneration
Reference 77
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.613199Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7aba342-a682-47a2-b7f9-5f7ee4dd6474 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T21:46:43.208854Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 626288a1-9e2d-4831-a228-c042fb2a0d8c · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 79
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.621539Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de15cd41-35a4-4191-a21c-9475d6c75021 · outbound
This paper cites Generative Adversarial Networks.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Generative Adversarial Networks
Reference 80
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.625282Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b774fb1-bb1f-4b2a-97b4-524ac712ac62 · outbound
This paper cites DialogWAE: Multimodal Response Generation with Conditional Wasserstein Auto-Encoder.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models DialogWAE: Multimodal Response Generation with Conditional Wasserstein Auto-Encoder
Reference 81
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.629374Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81a3817d-a328-44ef-9119-82fbc3cade0c · outbound
This paper cites Luo, J.-T.
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T21:46:43.191752Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bcf9a23a-59bf-4217-baa6-fb7a2e29aa6f · outbound
This paper cites Noisy Parallel Approximate Decoding for Conditional Recurrent Language Model.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Noisy Parallel Approximate Decoding for Conditional Recurrent Language Model
Reference 83
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.637690Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02d88e22-3af0-4f0c-b0c2-1672c4a98d9c · outbound
This paper cites A Simple, Fast Diverse Decoding Algorithm for Neural Generation.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models A Simple, Fast Diverse Decoding Algorithm for Neural Generation
Reference 84
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.641846Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8ab0c5e-3ff3-4166-9fb2-38092603779e · outbound
This paper cites Tam, Cluster-based beam search for pointer-generator chat- bot grounded by knowledge, Computer Speech & Language 64 (2020) 101094.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Tam, Cluster-based beam search for pointer-generator chat- bot grounded by knowledge, Computer Speech & Language 64 (2020) 101094
Reference 85
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-15T21:46:41.645928Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21f579e3-5d88-47c6-8e99-985015ee0e1b · outbound
This paper cites Zhang, C.
Reference 86
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.649309Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e5111c9-cab0-463a-8c2d-cb576728cd12 · outbound
This paper cites Kessel, C.
Reference 87
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.652746Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea57b892-5fe4-4862-9bf0-a677fe2758d3 · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 93
- Resolution
- verified exact
- doi, observed 2026-08-15T21:46:41.858536Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3392f929-179c-4615-9105-22a7b64005bf · outbound
This paper cites an unresolved cited work.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Unresolved cited work
Reference 575
- Resolution
- verified exact
- doi, observed 2026-08-15T21:46:41.806076Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3045d028-5abc-4684-a6b4-e9f844832773 · outbound
This paper cites Auto-Encoding Variational Bayes.
Variational Prefix Tuning for Diverse and Accurate Code Summarization Using Pre-trained Language Models Auto-Encoding Variational Bayes
Reference 2014
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T21:46:41.360810Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.