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Paper Citation Record · LEDGER

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression

As of 9 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2506.07075.

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

pith.paper-citation-record.v1
2506.07075 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:46:51.175773Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

34 of 34 outbound references displayed

  • verified exact0
  • verified fuzzy34
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d0f83d01-a345-46eb-9c44-e085d344b133 · outbound

This paper cites FEVER: a large-scale dataset for fact extraction and verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression FEVER: a large-scale dataset for fact extraction and verification,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.586939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.030584Z digest=sha256:54bd6a4cad95d706d60148b09e00139c48dc4f814158d1bc1785f43726e49b64

Observation 724ffbac-f4e4-4773-affc-6234007197b6 · outbound

This paper cites HoVer: a dataset for many-hop fact extraction and claim verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression HoVer: a dataset for many-hop fact extraction and claim verification,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.576070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.035503Z digest=sha256:f4d2078ced5b5a2f4cbf107b107410fedfb3d33352e93c0af24a276c2334d80f

Observation e5aa3016-eb82-420e-b3fa-645dc4140766 · outbound

This paper cites GEAR: graph-based evidence aggregating and reasoning for fact verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression GEAR: graph-based evidence aggregating and reasoning for fact verification,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.565353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.040398Z digest=sha256:fd64202a1130c72a59e50c4e0c14b0b6a79f6ede0b26a79c6edc53d5d984f733

Observation d0c3c46a-7a59-46c1-891d-62dd682acf1a · outbound

This paper cites Fine-grained fact verification with kernel graph attention network,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Fine-grained fact verification with kernel graph attention network,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.554875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.045284Z digest=sha256:7163d3a4fb6affe80a7a472960a8ed299c59f44638b2bfb1e4795ec730c672f1

Observation 5340b6e8-a339-4dfe-997d-cc6c89bcac9e · outbound

This paper cites Reasoning over semantic-level graph for fact checking,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Reasoning over semantic-level graph for fact checking,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.544258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.049795Z digest=sha256:2d28e172d1f639c7b094058858fc71ce6a8f6f5e68106f3e6ed2bcff5bf90a60

Observation 5f21a44c-db8d-4f37-9306-3cb478369c65 · outbound

This paper cites EvidenceNet: evidence fusion network for fact verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression EvidenceNet: evidence fusion network for fact verification,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.533058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.054176Z digest=sha256:011598272cf83de30a376f4666f9070b025318419254ad05b494ddf990109c2a

Observation d38688e0-57b2-44e0-bbb4-2bc95cbe431e · outbound

This paper cites Hierarchical evidence set modeling for automated fact extraction and verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Hierarchical evidence set modeling for automated fact extraction and verification,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.522012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.058245Z digest=sha256:0fbdd7dc246ca881e528cc57e2b901f63832735b5c0f76fd1cf31c9907ac1809

Observation 0bcea353-e123-4133-b0d0-9ea1364cf468 · outbound

This paper cites Multi-evidence based fact verification via a confidential graph neural network,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Multi-evidence based fact verification via a confidential graph neural network,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.510861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.062094Z digest=sha256:caf9d583a6ea143281bab930b5ff857675b9fa766470becbdbf5d2d72a1c17ea

Observation d26313e1-cbbc-4f2e-aed6-fe3ddafa22ec · outbound

This paper cites DeBERTa: decoding-enhanced BERT with disentangled attention,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression DeBERTa: decoding-enhanced BERT with disentangled attention,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.498802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.065914Z digest=sha256:c3d6ff8ce01de32a6677390d35b9e0b9a7e315938053a32181dfcb45284a86da

Observation 58aef9a3-87a2-4206-8583-b1dbc982b407 · outbound

This paper cites GERE: generative evidence retrieval for fact verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression GERE: generative evidence retrieval for fact verification,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.474899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.073381Z digest=sha256:62e336563c2d396419b3b92bd9a206c14afbf713f7a42b2a9bb0b58f6d94b1ba

Observation fdce3d5d-e083-4229-989a-d1fb1f04a444 · outbound

This paper cites Topic-aware evidence reasoning and stance-aware aggregation for fact verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Topic-aware evidence reasoning and stance-aware aggregation for fact verification,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.464228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.077441Z digest=sha256:896c8189d2dda85004240e3289210db3377301edd39967118c83ac770176bf0d

Observation 9fd83a11-9f20-482c-b1b9-ef674c751c3b · outbound

This paper cites ProoFVer: natural logic theorem proving for fact verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression ProoFVer: natural logic theorem proving for fact verification,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.453414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.081565Z digest=sha256:b2a4e2344db41abe9322f25f7d319501a5951055b6c1defa53590641980fb35f

Observation ec479804-e3f7-460c-b00d-1be02f065918 · outbound

This paper cites Combining fact extraction and verification with neural semantic matching networks,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Combining fact extraction and verification with neural semantic matching networks,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.442729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.085437Z digest=sha256:e8407270097c485581c3a40ad46acdf48bb603cbaae66b1530bbbd30c183ef2c

Observation 4fd51289-268f-491d-9b8c-e0564def7477 · outbound

This paper cites A multi-level attention model for evidence-based fact checking,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression A multi-level attention model for evidence-based fact checking,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.432255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.089003Z digest=sha256:d315340cf14d11760c5dd6bbe834c7bf32ea00afb938f28cefc8d5e862ff0908

Observation 58c9ee31-57d7-4c20-bcf6-1254c796eb98 · outbound

This paper cites IMCI: integrate multi-view contextual information for fact extraction and verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression IMCI: integrate multi-view contextual information for fact extraction and verification,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.422045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.093277Z digest=sha256:efacdacb9edcd206d1befa14874166901ef452e91af897efe482a18366a576e9

Observation 95c4d0e2-2724-4542-80ea-5edf396fb3f0 · outbound

This paper cites UKP-Athene: multi-sentence textual entailment for claim verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression UKP-Athene: multi-sentence textual entailment for claim verification,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.412466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.098036Z digest=sha256:bd22038f980853729b3b6cf45c8e0b4d0b14becc022cd1602c4b1f711a262860

Observation fdf5448d-13db-4f9a-9fd6-5cd56e0f32e3 · outbound

This paper cites Claim-Dissector: an interpretable fact-checking system with joint re-ranking and veracity prediction,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Claim-Dissector: an interpretable fact-checking system with joint re-ranking and veracity prediction,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.401991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.102498Z digest=sha256:15c92389c59d85c0b0286a4a6890631323a17bac4e97b85808e2a0e87f882aca

Observation 21dae8e5-140b-4b6f-909a-46c75d0dafa6 · outbound

This paper cites Baleen: robust multi-hop reasoning at scale via condensed retrieval,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Baleen: robust multi-hop reasoning at scale via condensed retrieval,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.391357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.110141Z digest=sha256:461ffe82118560ffdc5820b464217a591fe7f7b0ebf75deaf840acfd171390dc

Observation fff7da42-f276-48a6-89ca-c78378993411 · outbound

This paper cites DeFormer: Decomposing pre-trained transformers for faster question answering,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression DeFormer: Decomposing pre-trained transformers for faster question answering,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.380931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.113969Z digest=sha256:dc005c15122989a0fc255897d4fa1ab47375493c023163b3e2cde3e2740675b9

Observation e85e4272-7d71-48d4-88d0-059692d4f07a · outbound

This paper cites Exploring listwise evidence reasoning with T5 for fact verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Exploring listwise evidence reasoning with T5 for fact verification,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.370214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.118085Z digest=sha256:3e8ef86730822e68e1c5463562704455b37b965547ce6725d74dfbb8ece416d9

Observation f797407b-25ad-4c04-83e3-f783bcb8f862 · outbound

This paper cites A survey on automated fact-checking,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression A survey on automated fact-checking,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.359551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.122399Z digest=sha256:3701df68fd1a6234f3a168e9d068f1362681415681f0ce24a0b1c9126ba8f8b2

Observation 478493ee-7cf9-4572-9057-de1349ac3e7e · outbound

This paper cites Autoregressive entity retrieval,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Autoregressive entity retrieval,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.348775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.126907Z digest=sha256:1f55adbbbe334f9185d347c0804826e9da32e5a926744ae8f28ab3078841757b

Observation 61ad269e-0853-496f-b637-406852d808c5 · outbound

This paper cites Multi-hop fact checking of political claims,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Multi-hop fact checking of political claims,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.337482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.131601Z digest=sha256:5614a8a0173a6a5eb4d9cf287a9d0ed5d31465f25af9e465e6e879c141a8ef95

Observation caf77d56-57a2-494e-8d52-597d1b800d3e · outbound

This paper cites Self-RAG: Learning to retrieve, generate, and critique through self-reflection,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Self-RAG: Learning to retrieve, generate, and critique through self-reflection,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.326654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.136147Z digest=sha256:e0b72943a4e2b39931708ef54db24b9141a5c82ad5ba2cb82a0e9a8c4cebe86d

Observation 7d154521-4b51-4e07-acbf-6d0ab154f85b · outbound

This paper cites Exploring faithful rationale for multi-hop fact verification via salience-aware graph learning,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Exploring faithful rationale for multi-hop fact verification via salience-aware graph learning,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.486681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.140824Z digest=sha256:f1ea362da304fe346e313e2b1422539483a4deff979c71887c7f89c585015861

Observation 07ffe797-f52c-485f-aacc-1153058e0c84 · outbound

This paper cites Answering complex open- domain questions with multi-hop dense retrieval,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Answering complex open- domain questions with multi-hop dense retrieval,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.315391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.145275Z digest=sha256:3500a81ef6ef5f260388f8d4c8cac030043ec3113b60982a3b5611fa38e2794a

Observation 89accdcb-1e32-4be4-a505-c594ed0ec4c1 · outbound

This paper cites Baleen: Robust multi-hop reasoning at scale via condensed retrieval,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Baleen: Robust multi-hop reasoning at scale via condensed retrieval,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.303066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.148993Z digest=sha256:2f0165ae95de13db15903d71662886981e3ea38356468d23accbce3975e2cb6f

Observation 90b26037-5aba-429d-aed8-3b2377215aaa · outbound

This paper cites RECOMP: Improving retrieval-augmented LMs with context compression and selective augmentation,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression RECOMP: Improving retrieval-augmented LMs with context compression and selective augmentation,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.291493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.152920Z digest=sha256:9704d149acb045110331087827543f9a815fda9730e106fa17738dcd63c30671

Observation 66204369-79ed-4347-84ac-78622c3c87eb · outbound

This paper cites Causal Walk: Debiasing multi-hop fact verification with front-door adjustment,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Causal Walk: Debiasing multi-hop fact verification with front-door adjustment,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.279148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.156354Z digest=sha256:162ef8735fac0aa367e8bdcbe326a56e59aced2fe2cf1d113b235c39afa95c7c

Observation dffab79e-8696-4a64-b706-5cda3c45dab4 · outbound

This paper cites Read it twice: Towards faithfully interpretable fact verification by revisiting evidence,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Read it twice: Towards faithfully interpretable fact verification by revisiting evidence,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.266045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.160430Z digest=sha256:e3d20169978df2213dbb49a04fa0473fe2a3a958bfbd5b79b2235272635e7c34

Observation fd64dc63-941c-4701-b8c9-cdad42d30842 · outbound

This paper cites LOREN: Logic-regularized reasoning for interpretable fact verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression LOREN: Logic-regularized reasoning for interpretable fact verification,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.253024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.164750Z digest=sha256:99e873d83588eac10b38db6194cc7d35c8a196667f642149039ffb06bbaacec0

Observation cd9d4c04-11d4-449a-be68-ba2f6e597da8 · outbound

This paper cites GraphFormers: GNN-nested transformers for representation learning on textual graph,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression GraphFormers: GNN-nested transformers for representation learning on textual graph,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.239034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.168395Z digest=sha256:521305d18debdfb98fed963956d37e5557404728f3444796e72d8dcaf8f37ed5

Observation 231b3e40-32e6-4dad-9eed-399e29d1f5cc · outbound

This paper cites MRR-FV: Unlocking Complex Fact Verification with Multi-hop Re- trieval and Reasoning,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression MRR-FV: Unlocking Complex Fact Verification with Multi-hop Re- trieval and Reasoning,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.226534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.172132Z digest=sha256:91fd94788d417cf5c1d8fca56e4c60aaf71f6c52c848ab0fda5e59f0757835d2

Observation 529b1d34-bf27-4218-b91e-bd80f37380d8 · outbound

This paper cites Evidence Retrieval is almost All You Need for Fact Verification,.

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression Evidence Retrieval is almost All You Need for Fact Verification,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:51.210200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:51.175773Z digest=sha256:8cc20a7664b0e78d3dba00c0db87ed17b79593ad42a1417eebb9ff0d7d2de383

Pith citing papers

No inbound Pith citation observations are available.