Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T12:07:37.072460Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2604.22134.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T12:07:37.072460Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T15:23:33.835837Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-11T15:23:33.878692Z
15 of 15 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b9b62bd6-85c7-4210-a211-ac0af99faf63 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs Qwen3 Technical Report
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f2e4acd0-0bc5-4746-bcd1-9a040e6d90b4 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs Gemini: A Family of Highly Capable Multimodal Models
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7d75304a-b98c-4c0f-8db6-7379f2e76c95 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs Shiqi Yan, Yubo Chen, Ruiqi Zhou, Zhengxi Yao, Shuai Chen, Tianyi Zhang, Shijie Zhang, Wei Qiang Zhang, Yongfeng Huang, Haixin Duan, and Yunqi Zhang
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b4db74cf-2cd0-4a6f-a870-d2cc883491de · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs Ready to try a harder one?
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d84a56c4-dbf8-4cee-bf63-91e171463f00 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7f73f598-9d40-428f-bebf-e5e3a3b20eb6 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c25deda8-d234-4eed-bafc-07968d192209 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs Sorry”, “I can’t
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6795a530-f293-4850-90ae-1b21a9a4d036 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs For each step, the model selects the single most relevant knowledge point from a predefined vocabulary derived from the knowledge graph adja- cency matrix
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4d114fb9-8ab1-40ee-bd4c-fa63ef4b1eaa · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs Conditional Router: Directs the workflow based on whether missing knowledge points exist
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3cc27023-5716-4152-bcb3-7b680ec19cda · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 110f93cc-3e86-4f8b-8272-0fde8cc610b6 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs The implementation leverages LangGraph for workflow orchestration, LangChain for LLM ab- straction, and supports both synchronous and asyn- chronous execution modes for scalability
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bb89a100-89a1-45fd-b1ba-00ae1bd80351 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs It is the ratio of responses where the model refuses to leak the answer ( y∈ Refusal)
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 45dc45f5-b4d0-409a-a4a9-835c561932c6 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs It is the ratio of responses where the model provides the solution ( y∈ Solution)
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4225e738-85bd-4854-b496-341d9b7071c4 · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs It measures the proportion of safe refusalsthat also contain pedagogical guidance (y∈Peda )
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f1a38c80-1a08-4b61-a8b9-9c41e908d6dc · outbound
SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs fine-tuning
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2a520a56-845a-4285-9a3e-dba7e22419ce · inbound
ELBench: A Multi-Dimensional Benchmark for Education-Facing Large Language Models SHAPE: Unifying Safety, Helpfulness and Pedagogy for Educational LLMs
Reference 118
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.