Paper Citation Record · LEDGER

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers

As of 7 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2507.22921.

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

pith.paper-citation-record.v1
2507.22921 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:35:22.459304Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

30 of 30 outbound references displayed

verified exact4
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b09fb315-6b35-4f46-9235-b1c0736136ba · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.660192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5366c7bb-989b-429f-b384-8645558c5d38 · outbound

This paper cites Small Language Models are the Future of Agentic AI.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Small Language Models are the Future of Agentic AI

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.398214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 922504e2-a5e6-4fed-b351-3d1484f9d748 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.400658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69a83e00-15a6-4040-8e68-2a95d47efb2f · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.650504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7e3ac725-7687-42b1-a254-a9d9687d37c7 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.644751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ca251f00-decb-409f-bb91-da928df69123 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.638920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f1c08cc5-c2b7-4680-9b4c-0140254afbec · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.410183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d7ed4ee-21fd-450c-9f9c-45a75f63c129 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.629681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f7d5966d-047c-4e60-8e15-85c91306f1d7 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.623033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7a8806b9-606b-4f99-8f85-a2e820448dc1 · outbound

This paper cites The Llama 3 Herd of Models.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers The Llama 3 Herd of Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.415840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b637b958-f380-464c-9016-bbcf48475659 · outbound

This paper cites Multi-stage Deep Classifier Cascades for Open World Recognition.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Multi-stage Deep Classifier Cascades for Open World Recognition

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:35:22.549725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3d05f88b-bd4a-46b6-ad30-0748e65b8e5e · outbound

This paper cites Extracting Explainable Dates From Medical Images By Reverse-Engineering UNIX Timestamps.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Extracting Explainable Dates From Medical Images By Reverse-Engineering UNIX Timestamps

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:35:22.540681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e4303419-cde2-41ad-9447-756e12752d40 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.422738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b54646e1-fb9d-4d09-aa6e-027bb1aa1520 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.613325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0b17746a-491d-4f6b-968a-e463ab7d7ce4 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.427142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28cb546a-4c70-4e6a-a9f2-40a2a6bc3633 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.603529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a2be3e71-f0f3-49ac-bde7-d7dd7dac860a · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.430828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b812429-688f-466a-ad8b-1425d7eacfa3 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.592930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1f920b01-4360-4867-8716-94903019477d · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.437316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2f1c83e-d75a-473f-add2-dd2f53982548 · outbound

This paper cites The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.439776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ffc1a59-72e8-48ce-8218-58061b74b5d7 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.587028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1ae0e052-2b6c-4bd2-87c0-457d808d3a63 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.580835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e25cdb47-557a-44b0-990b-10bd0d8c4d88 · outbound

This paper cites Fine Tuning LLM for Enterprise: Practical Guidelines and Recommendations.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Fine Tuning LLM for Enterprise: Practical Guidelines and Recommendations

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.445665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a25457eb-cdac-441f-9f2e-0abbe541a5f3 · outbound

This paper cites Enterprise Large Language Model Evaluation Benchmark.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Enterprise Large Language Model Evaluation Benchmark

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.448174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 590ea22f-ceb8-49a8-aada-38e973873600 · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.574412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ec015098-4ce7-4a05-8c1b-cbb91756c40e · outbound

This paper cites an unresolved cited work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:35:22.567491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 57d2cdb2-abeb-4b66-9890-aaf1ded6ec54 · outbound

This paper cites Generative Knowledge Graph Construction: A Review.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Generative Knowledge Graph Construction: A Review

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:35:22.502020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bdbc3fbb-2f7b-40c6-8cf8-36f8d79fc0ce · outbound

This paper cites Knowledge Protocol Engineering: A New Paradigm for AI in Domain-Specific Knowledge Work.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Knowledge Protocol Engineering: A New Paradigm for AI in Domain-Specific Knowledge Work

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:35:22.492424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3d1d33fd-9b27-416c-889c-2817679beca4 · outbound

This paper cites Federated Learning with Non-IID Data.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Federated Learning with Non-IID Data

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.459304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf7dc05f-608f-4bf2-8531-22e44c47474f · outbound

This paper cites Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.432901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.