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Paper Citation Record · LEDGER

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework

As of 20 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 0 inbound Pith citation observations for arXiv:2509.04770.

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

pith.paper-citation-record.v1
2509.04770 v1

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:30:42.532523Z

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

10 of 10 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 69299512-47d9-4339-b767-0a986f96dd85 · outbound

This paper cites A review: Knowledge reasoning over knowledge graph[J].

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework A review: Knowledge reasoning over knowledge graph[J]

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:42.703417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T16:30:42.488155Z digest=sha256:a2d3e96e66a8814e527c1f74715e5e47fe36f888fd78e63c6a956381c75d634f

Observation 9f28a91d-13f6-403c-843d-8b8988a3054c · outbound

This paper cites A comprehensive survey on automatic knowledge graph construction[J].

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework A comprehensive survey on automatic knowledge graph construction[J]

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:42.687521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T16:30:42.493492Z digest=sha256:6bca91f37fd984200cff6351fb29a9c99227fb7ff6ac50d99dc79bc12a04b379

Observation ee37a4db-7948-4327-b595-ccf11477a9ae · outbound

This paper cites Construction and application of a knowledge graph[J].

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework Construction and application of a knowledge graph[J]

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:42.672630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T16:30:42.498105Z digest=sha256:e6a27fc6149b3894d275c3ac6731bf180182a4e62acaa1a8c452ca25579383f6

Observation ee8668f2-a93f-4f6b-a6ca-ea2b34a09a5e · outbound

This paper cites Multi-hop Reading Comprehension through Question Decomposition and Rescoring.

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework Multi-hop Reading Comprehension through Question Decomposition and Rescoring

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:42.502748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:42.502748Z digest=sha256:0638f6262863b948f5eeead7625f370f88e43f885fa8364285f62a67ba6d9369

Observation dc43e4b6-844a-4d1f-9950-320fef9a93ca · outbound

This paper cites A decomposition algorithm to solve the multi-hop peer-to-peer ride-matching problem[J].

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework A decomposition algorithm to solve the multi-hop peer-to-peer ride-matching problem[J]

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:42.657777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T16:30:42.509127Z digest=sha256:a4356cde26147cb3245dbc2ef983293bb2465fa8bbfddbf86c30d8298a7ff2fa

Observation 9d059f58-2608-41e9-9e38-bf20ec5b40e4 · outbound

This paper cites Distributed estimation based on multi-hop subspace decomposition[J].

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework Distributed estimation based on multi-hop subspace decomposition[J]

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:42.643361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T16:30:42.513947Z digest=sha256:61cb5a321275dacfb02dfe7c16f13e96ef4f21b0a2fe4a772d2ed7b773ea25a0

Observation 3dc58dd3-c447-49ee-84fb-a0e4913d8cd4 · outbound

This paper cites A Survey on Complex Question Answering over Knowledge Base: Recent Advances and Challenges.

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework A Survey on Complex Question Answering over Knowledge Base: Recent Advances and Challenges

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:42.518888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:42.518888Z digest=sha256:408bed747fa95aadc8765d7d69e3eea3cce05002a1e8f7190237ad78ab98b265

Observation 7977e0ca-1cae-4009-b74a-9703c2e7fa1b · outbound

This paper cites The state of the art in open domain complex question answering: a survey[J].

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework The state of the art in open domain complex question answering: a survey[J]

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:42.627825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T16:30:42.523602Z digest=sha256:3bfefcfcfbada52a72cda2a8b879bc61b3826d1b538e8df63cc0f592879db638

Observation 84ec7811-e92c-45d8-8a58-4f0c1a2b7c28 · outbound

This paper cites A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions.

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:42.527948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:42.527948Z digest=sha256:598c003f15ecddf65db8f71c1d2ace8c7c206a6325eaa87f2bcf93eec190a507

Observation 259ed0ab-b7cc-4627-b52b-5e02659de068 · outbound

This paper cites MultiModalQA: Complex Question Answering over Text, Tables and Images.

Research on Multi-hop Inference Optimization of LLM Based on MQUAKE Framework MultiModalQA: Complex Question Answering over Text, Tables and Images

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:42.532523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:42.532523Z digest=sha256:d30b7394041f1e7fbb7d93d25c32a3c84865e967bd68c4a3f63607139403f69f

Pith citing papers

No inbound Pith citation observations are available.