Paper Citation Record · LEDGER

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education?

As of 11 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 1 inbound Pith citation observation for arXiv:2412.08985.

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

pith.paper-citation-record.v1
2412.08985 v4

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:25:59.521855Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:48:53.735426Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T22:48:53.920238Z

Reference resolution

68 of 68 outbound references displayed

verified exact4
verified fuzzy3
unresolved61
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5be31d1b-0d2e-46e2-b9ed-08fef7373415 · outbound

This paper cites URL: " 'urlintro :=.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.260139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 885e6ffc-61be-44bf-86c6-ec9e14096fff · outbound

This paper cites write newline.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.267399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec10571d-1a01-4f08-b62b-74523925690d · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.271363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14a4acaf-8d39-4c23-93d5-94e62824713d · outbound

This paper cites Agarwal, N.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Agarwal, N

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.275154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 817ddf6a-d48d-4065-b3c1-9d07a320f764 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.759238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f6bdc512-eb77-4ede-9b2e-59319986f42d · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.745155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 22cc64bc-b9f2-47b9-84fd-3e382babb132 · outbound

This paper cites Arbesman.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Arbesman

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:26:00.732806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9a46ad9d-a444-49d3-89f1-b237c35ee974 · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.289248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efbdd85a-e47b-4f50-8143-6f1c7ee01a42 · outbound

This paper cites AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.293419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec972ab9-cb5d-43f5-8744-2c0bd1a76580 · outbound

This paper cites Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.298079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e84f987b-94de-4a34-9d51-a287a5c9bea5 · outbound

This paper cites Top Ten Challenges Towards Agentic Neural Graph Databases.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Top Ten Challenges Towards Agentic Neural Graph Databases

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.302262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf10aa9c-ee4f-4c3d-8436-98ea54aa9214 · outbound

This paper cites Sequential Query Encoding For Complex Query Answering on Knowledge Graphs.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Sequential Query Encoding For Complex Query Answering on Knowledge Graphs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.306505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f10c6ac3-e27d-4862-8c92-68f77e324298 · outbound

This paper cites A Dataset for Answering Time-Sensitive Questions.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? A Dataset for Answering Time-Sensitive Questions

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.312026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f399fce3-8453-441d-8a5b-8fd77909ba9c · outbound

This paper cites Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.316474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f4c4e7a-beb8-48c2-9780-afdd5d6be05c · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.320115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e38568d-dfd1-41ce-890e-3ea2ce69c2b5 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 16

Resolution: verified exact; doi, observed 2026-08-11T17:25:59.589398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 84f16d6a-3333-4f39-87ed-9cab0db966c6 · outbound

This paper cites SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.327532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66eb63f5-c137-4861-9374-0439df826483 · outbound

This paper cites Large Language Models in Education: Vision and Opportunities.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Large Language Models in Education: Vision and Opportunities

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.331675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a523d6e-382f-4f75-a856-46a3d0f9ff10 · outbound

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

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.335828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12541fa8-ae81-49f7-bdc5-8025d128024c · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.718903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 12b2bc5b-03a8-43f2-bcdd-e3a3b588b680 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.704450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 06455dcf-24cc-4dca-8430-fc3502334230 · outbound

This paper cites HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.346231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be0d7f87-4ab9-4884-bfe2-5633faafc8c7 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.349792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20b7a102-c7e4-427e-b094-449a8366a849 · outbound

This paper cites Unsupervised Dense Information Retrieval with Contrastive Learning.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unsupervised Dense Information Retrieval with Contrastive Learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.353373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f6e9f71-6c7c-4405-8030-6cb0b4295d39 · outbound

This paper cites Active Retrieval Augmented Generation.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Active Retrieval Augmented Generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.357265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f449372a-8c1b-4db9-8ea4-03d02164f17b · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.361373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9d37406-3c1b-40e6-8738-26a8df40933c · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.690780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3148c976-3720-4e5f-8e27-c8e26b8d19d7 · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt \

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.369314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be24ccea-78d6-4c93-8748-4256394f8a80 · outbound

This paper cites Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.375227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4013de7-0253-4433-b5d8-da42d2f3ae1b · outbound

This paper cites Large Language Models with Controllable Working Memory.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Large Language Models with Controllable Working Memory

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.379269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccece020-09c8-4c76-bb8a-fc0d2aa7f58b · outbound

This paper cites Query Rewriting for Retrieval-Augmented Large Language Models.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Query Rewriting for Retrieval-Augmented Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.383255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 896ee4ec-5d50-490d-ac65-0a800ac00c62 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.387509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d55767e-c79a-4557-ad05-4bcb17859872 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.658652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 14020921-7098-4e26-b4cc-4c74d766263d · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.645961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 929f1a8a-124e-4b2c-9ee9-ddc9c6647756 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.633864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c1088f13-cb7d-4da8-8f73-4df5e6fed176 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.621178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 740dabfb-e7b8-405b-bc80-046ed94a2b42 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.606425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a15d51e7-7f24-400e-84ed-af30d22e493b · outbound

This paper cites Nye, Dillon Mee, and Mark G.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Nye, Dillon Mee, and Mark G

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:26:00.593138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cf226353-30cc-4acb-a344-09d877a62b46 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.580080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 89d4ba22-3b5f-4ec4-9046-737f51c0df2a · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.566659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fa02f275-ebb3-488d-9407-7d7f4b596374 · outbound

This paper cites GPT-4 Technical Report.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? GPT-4 Technical Report

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.421376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e99f9c9d-29f9-49b1-b16e-e33428e500e4 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.554235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f4d96de5-d95a-49a6-a874-7bf216dbeefe · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.428674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d81d6df-bd61-44ee-8eec-0e07be7aa392 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.532623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 37040a99-b92b-4123-bbc3-338c1798c806 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 45

Resolution: verified exact; doi, observed 2026-08-11T17:25:59.578495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 874fde36-0f82-4072-9f00-05fa33f719d3 · outbound

This paper cites Provenzo, A.N.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Provenzo, A.N

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:26:00.517167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fc5aa6cd-de94-4fae-9547-f3f8431f9faa · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.443058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2a4eca1-1372-492c-9aef-2bf934b447c8 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 48

Resolution: verified exact; doi, observed 2026-08-11T17:25:59.567360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f7f5849c-c771-4634-8b5c-53899f44dc3e · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.495492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 989c689e-ccee-4ae7-82c2-b25fc5b5c8cc · outbound

This paper cites Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.454090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f33d8ecb-6423-4b16-aa00-0e21d46fd5f9 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.482461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4a3d388e-9dee-4f21-950d-4fe14b31df27 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.471141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 926f241a-6838-470a-b1a9-6330a687ccc6 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.464996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6546afb-6cca-4b4d-aefc-f2b7f69a30f0 · outbound

This paper cites BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.468987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2f7345e-001e-484e-9c1e-a6f9c30188ab · outbound

This paper cites Large Language Models for Education: A Survey and Outlook.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Large Language Models for Education: A Survey and Outlook

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.472511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7df29f82-5db6-4e33-a1c7-55eb5af508de · outbound

This paper cites Emergent Abilities of Large Language Models.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Emergent Abilities of Large Language Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.476202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2c5a340-842d-4d52-96c9-2cceb166a9f9 · outbound

This paper cites Knowledge Conflicts for LLMs: A Survey.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Knowledge Conflicts for LLMs: A Survey

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.480145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bd91513-ef7f-468a-9092-1660a985e498 · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:26:00.460184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bd3cd0cf-3895-429e-a4c3-d3b99b6f7312 · outbound

This paper cites Evaluating and Enhancing LLMs Agent based on Theory of Mind in Guandan: A Multi-Player Cooperative Game under Imperfect Information.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Evaluating and Enhancing LLMs Agent based on Theory of Mind in Guandan: A Multi-Player Cooperative Game under Imperfect Information

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.487936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e671c31-65a6-492d-bda7-fdf004b7ed6f · outbound

This paper cites KoLA: Carefully Benchmarking World Knowledge of Large Language Models.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? KoLA: Carefully Benchmarking World Knowledge of Large Language Models

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.491802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2017655-4ba5-489f-a2ac-965074b096fd · outbound

This paper cites Mitigating Temporal Misalignment by Discarding Outdated Facts.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Mitigating Temporal Misalignment by Discarding Outdated Facts

Reference 61

Resolution: verified exact; local_arxiv, observed 2026-08-11T17:25:59.909249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2bbb9afe-f340-481f-a8a8-aeef412ce3d2 · outbound

This paper cites CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.499345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9c22a4a-0e16-439d-a16b-a0fe9a4fc16c · outbound

This paper cites Wong, and Simon See.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Wong, and Simon See

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.503141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 183a59a3-fd8f-434c-ad2b-af9311049d7a · outbound

This paper cites Wong, and Simon See.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Wong, and Simon See

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.506620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 219bc1cd-1ee6-4a8f-973a-d2d1093a7ebf · outbound

This paper cites an unresolved cited work.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.510063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07f4e618-8e56-418e-b9b2-fc3910ec5e81 · outbound

This paper cites Enhancing Transformers for Generalizable First-Order Logical Entailment.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Enhancing Transformers for Generalizable First-Order Logical Entailment

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.514179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb6b5eed-65c4-4170-aa0b-2906d2459e56 · outbound

This paper cites Context-faithful Prompting for Large Language Models.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? Context-faithful Prompting for Large Language Models

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.517909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0ac9365-f3b3-4bc9-ac9f-7725ede24651 · outbound

This paper cites ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty.

KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-11T17:25:59.521855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b45b538f-79ea-4884-b7e8-b901458387f9 · inbound

Enhancing Transformers for Generalizable First-Order Logical Entailment cites this paper.

Enhancing Transformers for Generalizable First-Order Logical Entailment KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education?

Reference 75

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:48:53.925966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.