Paper Citation Record · LEDGER

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments

As of 21 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2504.16947.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.16947 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:06:00.393030Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy17
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 64b15758-2ee6-4b99-bd8f-58ae0093b221 · outbound

This paper cites Language models are few-shot learners,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Language models are few-shot learners,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.691871Z

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 f18061a5-86a9-4e97-8b3a-8dd72a1c9987 · outbound

This paper cites Emergent Abilities of Large Language Models.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Emergent Abilities of Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.301384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa0467b3-4bec-4e2f-9568-ab0be4391533 · outbound

This paper cites GPT-4 Technical Report.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.305620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53b41346-b10c-4b18-98c9-87fb649b40f7 · outbound

This paper cites Benchmarking large language models for news summariza- tion,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Benchmarking large language models for news summariza- tion,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.681097Z

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 29b7b884-1b86-4fa8-8196-888deeb36b0a · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Retrieval-augmented generation for knowledge-intensive nlp tasks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.671303Z

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 40f39b4b-dd8f-45eb-ae9e-9b64836d7ca8 · outbound

This paper cites The gdelt project.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments The gdelt project

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.661222Z

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 59575bc9-8bc8-4a05-b873-1c2df63e02f4 · outbound

This paper cites Unsupervised belief representation learning with information-theoretic variational graph auto-encoders,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Unsupervised belief representation learning with information-theoretic variational graph auto-encoders,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.650957Z

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 b01caf78-47ac-4556-9e96-f2386eaa8a32 · outbound

This paper cites Large language model-guided disentangled belief representation learning on polarized social graphs,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Large language model-guided disentangled belief representation learning on polarized social graphs,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.641209Z

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 1454d53f-0b27-4224-94b7-6f7f2e19b0e7 · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.326368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06228b1a-01a9-4fe1-aba1-866f32f22a87 · outbound

This paper cites hdbscan: Hierarchical density based clustering.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments hdbscan: Hierarchical density based clustering

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.330131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78b5253f-3b3d-4497-bcca-4033c3499e2d · outbound

This paper cites The use of mmr, diversity-based reranking for reordering documents and producing summaries,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments The use of mmr, diversity-based reranking for reordering documents and producing summaries,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.625006Z

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 d7164a29-9bd8-4324-b8a4-710ca89b5eff · outbound

This paper cites Splade: Sparse lexical and expansion model for first stage ranking,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Splade: Sparse lexical and expansion model for first stage ranking,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.614990Z

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 5e2aa436-5fbb-46fa-b56d-d031a2686814 · outbound

This paper cites Tweets in time of conflict: A public dataset tracking the twitter discourse on the war between ukraine and russia,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Tweets in time of conflict: A public dataset tracking the twitter discourse on the war between ukraine and russia,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.605151Z

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 9655f552-067f-46c0-9c87-b24b9ac26256 · outbound

This paper cites # election2020: the first public twitter dataset on the 2020 us presidential election,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments # election2020: the first public twitter dataset on the 2020 us presidential election,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.595319Z

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 94b1e86e-c6e8-4184-9c86-8f62c4d08704 · outbound

This paper cites Tracking social media discourse about the covid-19 pandemic: Development of a public coronavirus twitter data set,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Tracking social media discourse about the covid-19 pandemic: Development of a public coronavirus twitter data set,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.584589Z

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 47e5cd53-032e-4f67-93be-643e2d8e41ec · outbound

This paper cites NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.349506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a63a989f-6159-4df7-ad88-010272d3bad9 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Gemma 2: Improving Open Language Models at a Practical Size

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.352932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 757df12c-eb96-41b5-a8fc-8ad6e1da8fe3 · outbound

This paper cites Qwen2.5 Technical Report.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Qwen2.5 Technical Report

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.356631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1719f7f2-237c-4def-87f2-e3fb6d492ee8 · outbound

This paper cites The Llama 3 Herd of Models.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments The Llama 3 Herd of Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.359669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a520b62-5617-4580-adac-4f2868e20028 · outbound

This paper cites Measuring emotions and their derivatives,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Measuring emotions and their derivatives,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.572303Z

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 c3faefbb-a01f-415b-8fd7-6eea75e1ea24 · outbound

This paper cites Data-driven response generation in social media,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Data-driven response generation in social media,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.561676Z

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 9f0ade5d-48bb-4059-b05d-00abefb41444 · outbound

This paper cites Topic aware neural response generation,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Topic aware neural response generation,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.551747Z

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 fcd79fe2-39b0-4bac-979b-a6e2323dd15d · outbound

This paper cites Response generation by context-aware prototype editing,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Response generation by context-aware prototype editing,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.541620Z

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 1f5d5289-978f-42e5-8fcb-f7dec777d475 · outbound

This paper cites A controllable model of grounded response generation,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments A controllable model of grounded response generation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.530209Z

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 62249b18-3c36-48c4-9eaf-2739e1ceb88c · outbound

This paper cites Retrieval augmented language model pre-training,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Retrieval augmented language model pre-training,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.380073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d4d2846-7d2b-4a34-b584-ae54bef52426 · outbound

This paper cites A Survey on Retrieval-Augmented Text Generation.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments A Survey on Retrieval-Augmented Text Generation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.383083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4e56f12-c44a-45db-8ad5-f9098c5168d8 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.386461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 343df83d-79fc-4715-a9c5-aa68d325a2c9 · outbound

This paper cites The probabilistic relevance framework: Bm25 and beyond,.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments The probabilistic relevance framework: Bm25 and beyond,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:06:00.513202Z

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 8686c331-c9f3-4dc5-a514-2957bae34ffe · outbound

This paper cites Variational Graph Auto-Encoders.

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments Variational Graph Auto-Encoders

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T12:06:00.393030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.