Paper Citation Record · LEDGER

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2506.00671.

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

pith.paper-citation-record.v1
2506.00671 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:04:42.756880Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

17 of 17 outbound references displayed

verified exact3
verified fuzzy3
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6761596d-7c21-4606-8daa-ab55128fcfa4 · outbound

This paper cites Lewis, E.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Lewis, E

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:42.282167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f936b578-78d9-4ef4-9d5f-23c01a1428ed · outbound

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

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:42.299843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3ecf233-9147-4740-92db-ac067c1d20f9 · outbound

This paper cites Xiang, B.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Xiang, B

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:43.476831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b3bdebad-c4f1-4fd6-91b0-e10ae81dc0b9 · outbound

This paper cites Su, S.-Y.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Su, S.-Y

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:43.414278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7cf9a305-c773-4fa8-bc6c-c721c800a46d · outbound

This paper cites Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:42.390144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 282330d6-2dfb-499a-8538-e6fb729aef77 · outbound

This paper cites Zhang, Y.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Zhang, Y

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:43.352638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 28911dee-f300-4538-8477-44ab645e6ea7 · outbound

This paper cites an unresolved cited work.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:42.451593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22298155-196d-4106-ab65-4068d1511ec5 · outbound

This paper cites Liang, Y.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Liang, Y

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:42.476697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8381b42-7b17-451d-b0a5-4a8361276002 · outbound

This paper cites Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:04:42.974673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 88e91ea9-88f5-4340-94dd-ec8ba20b0070 · outbound

This paper cites Scalability Optimization in Cloud-Based AI Inference Services: Strategies for Real-Time Load Balancing and Automated Scaling.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Scalability Optimization in Cloud-Based AI Inference Services: Strategies for Real-Time Load Balancing and Automated Scaling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:42.539805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04c8206a-16d2-4273-b12c-ad4e49030239 · outbound

This paper cites Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:42.571754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97fbb76b-9a4d-404f-8816-1f72c36f0a24 · outbound

This paper cites an unresolved cited work.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:43.281990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 292c9079-5943-4a03-81ce-d9c2d7077c13 · outbound

This paper cites an unresolved cited work.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:43.213122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6e7b5328-5610-49a9-978c-a69019557263 · outbound

This paper cites RAG-RLRC-LaySum at BioLaySumm: Integrating Retrieval-Augmented Generation and Readability Control for Layman Summarization of Biomedical Texts.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA RAG-RLRC-LaySum at BioLaySumm: Integrating Retrieval-Augmented Generation and Readability Control for Layman Summarization of Biomedical Texts

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:04:42.905065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation de98834a-725f-4202-81fc-106e3f367321 · outbound

This paper cites Assertion Detection Large Language Model In-context Learning LoRA Fine-tuning.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Assertion Detection Large Language Model In-context Learning LoRA Fine-tuning

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:04:42.847586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e0270a45-96c2-451b-b8a6-e8fd405cafb2 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:42.729350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5069529c-b894-4869-b664-50b175b149b5 · outbound

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

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Supervising the search process produces reliable and generalizable information-seeking agents

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:42.756880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.