Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T04:59:51.133159Z
Paper Citation Record · LEDGER
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning
As of 17 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2504.21685.
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 2026-08-17T06:30:58.91139+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
17 of 17 outbound references displayed
- verified exact4
- verified fuzzy7
- unresolved6
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 84f9aa02-917f-493b-9e87-7206a5ee0786 · outbound
This paper cites Improving health mention classification through emphasising literal mean- ings: A study towards diversity and generalisation for public health surveillance.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Improving health mention classification through emphasising literal mean- ings: A study towards diversity and generalisation for public health surveillance
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:59:51.515279Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation beab23ba-3c0c-4524-9d7e-3e0866cf0a07 · outbound
This paper cites Prefix-Tuning: Optimizing Continuous Prompts for Generation.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Prefix-Tuning: Optimizing Continuous Prompts for Generation
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:59:51.095493Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4189a846-6400-459f-9899-56e57f8a9f42 · outbound
This paper cites Parameter-Efficient Fine-Tuning without Introducing New Latency.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Parameter-Efficient Fine-Tuning without Introducing New Latency
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:59:51.100070Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a280f3e-655b-4c6c-ab18-6d21b0685c09 · outbound
This paper cites P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:59:51.104578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4656e8e9-cec4-48a1-a9b1-288702fcfcba · outbound
This paper cites Sensitivity of adversarial perturbation in fast gradient sign method.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Sensitivity of adversarial perturbation in fast gradient sign method
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:59:51.469733Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 72007a3c-6fa3-4d5c-bb42-aa1e491c76f2 · outbound
This paper cites Identification of disease or symp- tom terms in reddit to improve health mention clas- sification.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Identification of disease or symp- tom terms in reddit to improve health mention clas- sification
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:59:51.455079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b2641af7-cda8-4195-941b-975ad8bd7f18 · outbound
This paper cites Tracking health re- lated discussions on reddit for public health appli- cations.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Tracking health re- lated discussions on reddit for public health appli- cations
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:59:51.437831Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6bb817f4-26d4-4d6b-bd65-02d27d738a98 · outbound
This paper cites Exploring Domain Shift in Extractive Text Summarization.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Exploring Domain Shift in Extractive Text Summarization
Reference 16
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T04:59:51.196824Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 020cf46b-d2ce-432b-b5ee-ed7ccbed95b9 · outbound
This paper cites Multi-layer Representation Fusion for Neural Machine Translation.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Multi-layer Representation Fusion for Neural Machine Translation
Reference 17
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T04:59:51.174599Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9c866bbc-7c49-4408-bb31-8615a8607464 · outbound
This paper cites The Power of Scale for Parameter-Efficient Prompt Tuning.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning The Power of Scale for Parameter-Efficient Prompt Tuning
Reference 2013
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:59:51.090961Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ace488f-e286-4739-8acf-5db06c83aab7 · outbound
This paper cites Did you re- ally just have a heart attack? towards robust de- tection of personal health mentions in social media.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Did you re- ally just have a heart attack? towards robust de- tection of personal health mentions in social media
Reference 2018
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:59:51.080143Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7822458d-cdf1-4121-878f-f3bb9a160012 · outbound
This paper cites LoRA: Low-Rank Adaptation of Large Language Models.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning LoRA: Low-Rank Adaptation of Large Language Models
Reference 2019
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T04:59:51.068835Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79b2a619-11e2-45ec-8e32-5451c8134113 · outbound
This paper cites Rethinking Why Intermediate-Task Fine-Tuning Works.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Rethinking Why Intermediate-Task Fine-Tuning Works
Reference 2020
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T04:59:51.405999Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation db9f5cd2-9cd7-47aa-b1f5-1040dca04640 · outbound
This paper cites Figurative Usage Detection of Symptom Words to Improve Personal Health Mention Detection.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Figurative Usage Detection of Symptom Words to Improve Personal Health Mention Detection
Reference 2021
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T04:59:51.369789Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation daae993f-d017-43e5-955c-abd30403db55 · outbound
This paper cites Practical transformer-based multilingual text classification.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Practical transformer-based multilingual text classification
Reference 2022
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:59:51.422152Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1d3ce05a-c998-4d17-b6c0-7bbc0344d99b · outbound
This paper cites Leveraging sentiment distri- butions to distinguish figurative from literal health reports on twitter.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Leveraging sentiment distri- butions to distinguish figurative from literal health reports on twitter
Reference 2023
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:59:51.499932Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a308be57-b608-40a4-8a3e-869891409371 · outbound
This paper cites Sep- arating fact from fear: Tracking flu infections on twitter.
Enhancing Health Mention Classification Performance: A Study on Advancements in Parameter Efficient Tuning Sep- arating fact from fear: Tracking flu infections on twitter
Reference 2025
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T04:59:51.484658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Pith citing papers
No inbound Pith citation observations are available.