Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T21:33:17.750796Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2505.09519.
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 2026-08-15T21:33:17.750796Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T13:07:15.703970Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T13:07:16.907576Z
40 of 40 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ebb7e749-8d57-4658-a048-3d70647103c7 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a9068aa-05e8-4700-80b6-480f71b9a60c · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation decf28b5-b998-4947-89da-cb8b263f9b4a · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Training Verifiers to Solve Math Word Problems
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 670ba5e0-1f27-4d7f-a376-44965ff73029 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d06d1b55-c9fc-438b-ad42-47c299489f90 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2e4201b-364d-4b3f-8351-b2e4125b2818 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 831bd7c4-36b4-4c8c-8699-337b2c4ff3d3 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning The Llama 3 Herd of Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f1faf2f-931c-46c2-9025-9a9a7478b7d0 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e91eb380-aef2-4699-b079-e2c59afd08d1 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5a46464-2c52-420f-826a-f569ee6c892e · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39b9138b-8ecb-4bdb-ac8e-533951382c6d · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e79f347-0bbd-4cc7-af7e-1dd042031e88 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38bc4370-59ca-4359-a5a9-98c740dbe11e · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e4a4f06-ec4b-43e9-ad47-53e461fbfe7f · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d02b5f58-38a6-41d0-94a3-68c409680679 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51fda490-f157-49c7-8050-fe6709dfa92a · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 513f4d0f-b18f-4ba0-aa9d-8a64ffe159bb · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e6e6b8b0-11a4-4cce-bb94-e81c8cf688eb · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7d697c6a-c733-4bd9-9d5e-255e4f2b7fff · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning ReasonGraph: Visualisation of Reasoning Paths
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f6ea770-43a0-44a1-86a5-1ca9ee279a31 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning 500xCompressor: Generalized Prompt Compression for Large Language Models
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc3d9201-edcf-4f8f-ae77-c5da3b21b84b · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7bb1fa3-63de-482f-8918-2727ad4c0766 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning GPT Understands, Too
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f45f52d0-aa5b-4730-927a-0751b48a4828 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation da792590-6c36-4127-8e9c-f6e08fb7f63c · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 611806d6-69bf-4db7-a520-c68fdb26cbfd · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 683ef3be-304c-4eb9-911e-de3222a7343e · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation edb2eb43-4571-447c-9c32-c0f9b74e1035 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1da9fa9-3564-4cb2-8e42-6b07927028d2 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ba63db1-a888-4c2e-a36a-1156144a4de8 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e7c09c4c-5007-4d8e-94fe-9e1fa8a6bf9f · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Khapra, and Karthik Sankaranarayanan
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f11730d4-3807-490f-8c36-7357138789ed · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10e1d053-b7b5-4431-aaaf-0f735ad390f9 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52c4fa67-0ce4-4ed0-b355-336e78ce64e3 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 346791f1-d23d-41ea-af8d-40cf90941814 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dc978a00-66c5-4309-89b7-605945ed0fe7 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 290eb41c-d913-44f0-bb26-35b67fd04f70 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 44c22059-5cc4-4dba-a2d6-a93545ed98de · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation def6b241-a612-4857-aa21-1d70efe5f287 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99710a57-7c1b-4bba-a85d-5f4898813def · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning online" 'onlinestring :=
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36cb8d59-881a-482e-8181-a3f08c651bf4 · outbound
PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning write newline
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37d6c7a0-cbde-4473-946d-16627c976d2c · inbound
MEPT: Mixture of Expert Prompt Tuning as a Manifold Mapper PT-MoE: An Efficient Finetuning Framework for Integrating Mixture-of-Experts into Prompt Tuning
Reference 2012
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.