Paper Citation Record · LEDGER

Mixture of Parrots: Experts improve memorization more than reasoning

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2410.19034.

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

pith.paper-citation-record.v1
2410.19034 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:46:44.572961Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T22:17:25.604040Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 9e1afbf5-a0a7-487b-9d7a-1552cbb80b11 · inbound

Theoretical limitations of multi-layer Transformer cites this paper.

Theoretical limitations of multi-layer Transformer Mixture of Parrots: Experts improve memorization more than reasoning

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-11T23:08:40.634905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b88816b-1a4f-4b82-8f71-c8b327370977 · inbound

Understanding Factual Recall in Transformers via Associative Memories cites this paper.

Understanding Factual Recall in Transformers via Associative Memories Mixture of Parrots: Experts improve memorization more than reasoning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T19:41:31.772135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c962555-f548-4aae-8ff0-3de2da18306f · inbound

Parameters vs FLOPs: Scaling Laws for Optimal Sparsity for Mixture-of-Experts Language Models cites this paper.

Parameters vs FLOPs: Scaling Laws for Optimal Sparsity for Mixture-of-Experts Language Models Mixture of Parrots: Experts improve memorization more than reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T17:19:28.902353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51fcda39-e0ee-4794-ac27-0da723f76ce2 · inbound

The power of fine-grained experts: Granularity boosts expressivity in Mixture of Experts cites this paper.

The power of fine-grained experts: Granularity boosts expressivity in Mixture of Experts Mixture of Parrots: Experts improve memorization more than reasoning

Reference 1991

Resolution: unresolved; no resolver link, observed 2026-08-15T22:46:44.572961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4102ca0a-6bc1-4388-8918-055a55cb434b · inbound

Cram Less to Fit More: Training Data Pruning Improves Memorization of Facts cites this paper.

Cram Less to Fit More: Training Data Pruning Improves Memorization of Facts Mixture of Parrots: Experts improve memorization more than reasoning

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:15:59.040932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 59ecf0c2-adee-4f84-a231-22a944848b85 · inbound

Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale cites this paper.

Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale Mixture of Parrots: Experts improve memorization more than reasoning

Reference 79

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T22:17:25.606439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.