Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T17:09:36.802004Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 1 inbound Pith citation observation for arXiv:2412.12173.
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 2026-08-11T17:09:36.802004Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-09T12:43:45.340196Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-09T12:43:45.427574Z
11 of 11 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a1e92757-c004-4ef6-815d-e31368ace875 · outbound
A NotSo Simple Way to Beat Simple Bench Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b5f484a1-c5e2-44b5-a5d6-e38238868df4 · outbound
A NotSo Simple Way to Beat Simple Bench Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b7191d34-6c59-4cce-9783-1b9bb40f972b · outbound
A NotSo Simple Way to Beat Simple Bench Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e0e7fd75-acf8-4b5a-9372-b1c78483531a · outbound
A NotSo Simple Way to Beat Simple Bench If the feedback gate identifies issues, the model generates a revised step based on the feedback provided
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 46561f24-0ff6-4803-bd81-3e49f820a57e · outbound
A NotSo Simple Way to Beat Simple Bench Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 93956fe2-cb9e-4447-b20b-5906ccf9eec1 · outbound
A NotSo Simple Way to Beat Simple Bench Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e3166677-0c4a-426c-88de-b9c1c7df6195 · outbound
A NotSo Simple Way to Beat Simple Bench The global consistency check ensures that the solution space is explored, and any unexplored assumptions & possible deviations are addressed
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b34ff2de-7a51-4276-9e70-6b4378dc4071 · outbound
A NotSo Simple Way to Beat Simple Bench Rounded EAG@5 offers a more granular view of 8 performance under such constraints, particularly for models that may excel in edge cases or fail sporadically
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1c3b7b15-d406-4d73-b3ba-51f090444fb9 · outbound
A NotSo Simple Way to Beat Simple Bench Thus, AVG@5 was deemed sufficient for capturing general trends without the added comple xity of MAG
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1b3b162e-5e7c-42e0-ad7f-ac55dce6f828 · outbound
A NotSo Simple Way to Beat Simple Bench Scaling Laws for Neural Language Models
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cb716b1-0282-495a-a389-3c68821f3859 · outbound
A NotSo Simple Way to Beat Simple Bench Step X: [Your reasoning here]
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 66da9b07-76a6-4a1d-97b5-e7922a4032a2 · inbound
Evalita-LLM: Benchmarking Large Language Models on Italian A NotSo Simple Way to Beat Simple Bench
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.