Paper Citation Record · LEDGER

Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2407.08223.

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

pith.paper-citation-record.v1
2407.08223 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:19:02.109392Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

7
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 0302b667-7b23-4f9b-bbf8-7aabaaf458af · inbound

A Survey on LLM-as-a-Judge cites this paper.

A Survey on LLM-as-a-Judge Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 170

Resolution: verified exact; arxiv_id, observed 2026-05-23T17:35:44.122260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b8f10318-53b6-4ff2-9ccb-cabb54664e02 · inbound

A Collaborative Multi-Agent Approach to Retrieval-Augmented Generation Across Diverse Data cites this paper.

A Collaborative Multi-Agent Approach to Retrieval-Augmented Generation Across Diverse Data Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:02.109392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4dd1c27-c4b5-48c8-bea7-fa556eb8aff2 · inbound

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents cites this paper.

Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:02.742173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb1634da-92ce-4a58-8967-49b2d02fc749 · inbound

Surveillance Capitalism Revealed: Tracing The Hidden World Of Web Data Collection cites this paper.

Surveillance Capitalism Revealed: Tracing The Hidden World Of Web Data Collection Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T05:11:42.248353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa8154cf-9234-4c63-a880-cb00a16d090b · inbound

An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems cites this paper.

An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-10T22:51:52.473908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86819998-31f4-4d6b-b5d5-920aec113e05 · inbound

Supervising the search process produces reliable and generalizable information-seeking agents cites this paper.

Supervising the search process produces reliable and generalizable information-seeking agents Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 80

Resolution: verified exact; arxiv_id, observed 2026-05-23T02:22:25.492113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7e365823-f04e-4598-83f8-2022d759d626 · inbound

Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation cites this paper.

Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:53:18.791517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6cb9800-02ef-483a-be16-44b2e3187548 · inbound

Hybrid AI for Responsive Multi-Turn Online Conversations with Novel Dynamic Routing and Feedback Adaptation cites this paper.

Hybrid AI for Responsive Multi-Turn Online Conversations with Novel Dynamic Routing and Feedback Adaptation Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:16.377131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b30ab77-7fa3-4fd5-a3ef-37bcfaa3d691 · inbound

From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context cites this paper.

From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T11:05:22.406174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1129a31-03c0-475f-b525-32104adb589f · inbound

Benchmarking and Learning Real-World Customer Service Dialogue cites this paper.

Benchmarking and Learning Real-World Customer Service Dialogue Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T08:13:29.106066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b107160-900f-4566-90d5-dbe00a936bcd · inbound

LLM-Oriented Information Retrieval: A Denoising-First Perspective cites this paper.

LLM-Oriented Information Retrieval: A Denoising-First Perspective Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 193

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:01:20.190800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5d33c01b-0fc9-4c69-b5d2-fe84a3798290 · inbound

LLM-Oriented Information Retrieval: A Denoising-First Perspective cites this paper.

LLM-Oriented Information Retrieval: A Denoising-First Perspective Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 200

Resolution: verified exact; arxiv_id, observed 2026-05-21T00:19:16.599329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation abdafd41-82ac-4e00-8f73-d15b035799f3 · inbound

Semantic Reranking at Inference Time for Hard Examples in Rhetorical Role Labeling cites this paper.

Semantic Reranking at Inference Time for Hard Examples in Rhetorical Role Labeling Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 47

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T11:28:14.308187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dc747cd2-82df-4b77-9ce5-b4ff9f7b403f · inbound

SpecHop: Continuous Speculation for Accelerating Multi-Hop Retrieval Agents cites this paper.

SpecHop: Continuous Speculation for Accelerating Multi-Hop Retrieval Agents Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-22T06:51:11.366577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e97bf2fc-ea38-4ae2-8ec1-3047de3bf029 · inbound

Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces cites this paper.

Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 160

Resolution: verified exact; arxiv_id, observed 2026-06-27T22:31:21.589113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f27ba36b-5f65-4863-bc80-63597aec74ae · inbound

FLOWREADER: Min-Cost Flow Optimization for Multi-Modal Long Document Q&A cites this paper.

FLOWREADER: Min-Cost Flow Optimization for Multi-Modal Long Document Q&A Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:17:21.476414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 84ca9f4b-d10d-4d63-98ec-c2b4469b16cc · inbound

VArify: A Visual Analytics System for Verifying Knowledge Enhanced Large Language Model Responses in Food Science cites this paper.

VArify: A Visual Analytics System for Verifying Knowledge Enhanced Large Language Model Responses in Food Science Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-06-27T15:00:59.937986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c8b477eb-dda3-46ff-9f5b-a0d4980da392 · inbound

MODE-RAG: Manifold Outlier Diagnosis and Energy-based Retrieval-Augmented Generation Evaluation cites this paper.

MODE-RAG: Manifold Outlier Diagnosis and Energy-based Retrieval-Augmented Generation Evaluation Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:08:56.357879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.