Paper Citation Record · LEDGER

Zoology: Measuring and Improving Recall in Efficient Language Models

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 44 inbound Pith citation observations for arXiv:2312.04927.

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

pith.paper-citation-record.v1
2312.04927 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 44 of 44 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:17:29.306947Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T13:48:20.285344Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
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malformed identifier0
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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 4d30ef90-56c4-4f9b-b5f0-08606061e296 · inbound

Gated Linear Attention Transformers with Hardware-Efficient Training cites this paper.

Gated Linear Attention Transformers with Hardware-Efficient Training Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-15T01:15:14.063109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 039d0609-f1e9-41b8-ad69-5bd7496373c2 · inbound

An Empirical Study of Mamba-based Language Models cites this paper.

An Empirical Study of Mamba-based Language Models Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-18T10:31:03.827816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 26b8b53a-c953-40ae-a1e9-3fa3f871e63a · inbound

MetaLA: Unified Optimal Linear Approximation to Softmax Attention Map cites this paper.

MetaLA: Unified Optimal Linear Approximation to Softmax Attention Map Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 37

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Observation 2c1a7b28-08f5-4adb-9af4-79dac01906ae · inbound

Predicting Emergent Capabilities by Finetuning cites this paper.

Predicting Emergent Capabilities by Finetuning Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 5

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Source-reported events for the cited work

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Observation c88e72f2-1336-40c9-840e-2b39fc8e0fef · inbound

Gated Delta Networks: Improving Mamba2 with Delta Rule cites this paper.

Gated Delta Networks: Improving Mamba2 with Delta Rule Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 294

Resolution: verified exact; arxiv_id, observed 2026-05-13T14:50:24.335158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0b5a40bb-af4d-418c-8464-80ae6299aa39 · inbound

A Study on Context Length and Efficient Transformers for Biomedical Image Analysis cites this paper.

A Study on Context Length and Efficient Transformers for Biomedical Image Analysis Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 2024

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Source-reported events for the cited work

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Observation 02387a9e-f650-4752-9771-413844168932 · inbound

Understanding and Mitigating Bottlenecks of State Space Models through the Lens of Recency and Over-smoothing cites this paper.

Understanding and Mitigating Bottlenecks of State Space Models through the Lens of Recency and Over-smoothing Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-10T22:52:33.356788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d41bb165-ff5c-48e7-9d05-3b85cd96a74f · inbound

Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism cites this paper.

Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 4

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Source-reported events for the cited work

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Observation 18ce4659-008c-4b74-92c1-2df2f6a37e25 · inbound

Quantifying Memory Utilization with Effective State-Size cites this paper.

Quantifying Memory Utilization with Effective State-Size Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 8

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Observation 1b35cbcb-88ad-4f5f-93a9-1355ac7eae85 · inbound

RWKV-X: A Linear Complexity Hybrid Language Model cites this paper.

RWKV-X: A Linear Complexity Hybrid Language Model Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

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Observation 299bcbfb-f401-40b0-af92-e1abe210d17b · inbound

Overflow Prevention Enhances Long-Context Recurrent LLMs cites this paper.

Overflow Prevention Enhances Long-Context Recurrent LLMs Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T22:12:58.523737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1402a76-c35d-43c9-8237-1a7f47eec5e3 · inbound

HAD: Hybrid Architecture Distillation Outperforms Teacher in Genomic Sequence Modeling cites this paper.

HAD: Hybrid Architecture Distillation Outperforms Teacher in Genomic Sequence Modeling Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 25

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Source-reported events for the cited work

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Observation d4b5616d-a55b-403c-b951-f6803d5e1e81 · inbound

ATLAS: Learning to Optimally Memorize the Context at Test Time cites this paper.

ATLAS: Learning to Optimally Memorize the Context at Test Time Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 3

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Source-reported events for the cited work

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Observation 993aae8c-bde9-45d5-8976-c502423256db · inbound

MesaNet: Sequence Modeling by Locally Optimal Test-Time Training cites this paper.

MesaNet: Sequence Modeling by Locally Optimal Test-Time Training Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T10:30:12.559175Z

Source-reported events for the cited work

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Observation 47a34764-6462-4a1d-88a4-bdfcc550539b · inbound

Extrapolation by Association: Length Generalization Transfer in Transformers cites this paper.

Extrapolation by Association: Length Generalization Transfer in Transformers Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T04:59:20.526214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6d43768-d201-4cbb-9be7-612c124966d4 · inbound

Decomposing Prediction Mechanisms for In-Context Recall cites this paper.

Decomposing Prediction Mechanisms for In-Context Recall Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T20:57:47.494240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8330e56d-fb73-40ad-abb7-df3daa077a62 · inbound

Eigenvalues as a Metric for Memory Dynamics in Sequence Models cites this paper.

Eigenvalues as a Metric for Memory Dynamics in Sequence Models Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 2

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Source-reported events for the cited work

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Observation 2ddd84e6-3e43-4f36-a05c-f83b5bde0427 · inbound

Kimi Linear: An Expressive, Efficient Attention Architecture cites this paper.

Kimi Linear: An Expressive, Efficient Attention Architecture Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-13T23:49:10.704970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 84bbd185-97ea-424b-ba7f-cd7235fec54e · inbound

Controllably Efficient Language Models cites this paper.

Controllably Efficient Language Models Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T23:33:52.100391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34acca0c-97e9-4224-811d-6474d3f38035 · inbound

Gated KalmaNet: A Fading Memory Layer Through Test-Time Ridge Regression cites this paper.

Gated KalmaNet: A Fading Memory Layer Through Test-Time Ridge Regression Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-21T18:00:27.060602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f8bcaebb-9886-4f87-af2d-f0a9e3c0f666 · inbound

Towards Understanding What State Space Models Learn About Code cites this paper.

Towards Understanding What State Space Models Learn About Code Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 5

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Source-reported events for the cited work

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Observation 8cdd990c-8738-485a-998d-07906b630017 · inbound

Kalman Linear Attention: Parallel Bayesian Filtering For Efficient Language Modelling and State Tracking cites this paper.

Kalman Linear Attention: Parallel Bayesian Filtering For Efficient Language Modelling and State Tracking Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 2005

Resolution: unresolved; no resolver link, observed 2026-08-03T01:07:30.590336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8894529c-cae4-424e-8478-495837f1c763 · inbound

Sessa: Selective State Space Attention cites this paper.

Sessa: Selective State Space Attention Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 51

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T11:40:20.110820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 406eab59-fa1f-4d01-97db-33873bad591e · inbound

HubRouter: A Pluggable Sub-Quadratic Routing Primitive for Hybrid Sequence Models cites this paper.

HubRouter: A Pluggable Sub-Quadratic Routing Primitive for Hybrid Sequence Models Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:16:10.004016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2dd398b1-dca0-48cf-b97d-8f94c1978475 · inbound

MDN: Parallelizing Stepwise Momentum for Delta Linear Attention cites this paper.

MDN: Parallelizing Stepwise Momentum for Delta Linear Attention Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T16:41:11.061168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 60a816de-8d7a-4f0d-83b7-c32f6750f5fb · inbound

Long Context Pre-Training with Lighthouse Attention cites this paper.

Long Context Pre-Training with Lighthouse Attention Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:11:09.452906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation aa52adfc-4403-44bb-af00-ff7c5aef887f · inbound

Adaptive Memory Decay for Log-Linear Attention cites this paper.

Adaptive Memory Decay for Log-Linear Attention Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:50:56.373043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f99e90aa-c73d-44f5-aac3-4dec3816603a · inbound

Variational Linear Attention: Stable Associative Memory for Long-Context Transformers cites this paper.

Variational Linear Attention: Stable Associative Memory for Long-Context Transformers Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-13T03:47:11.751937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4130b2f2-c369-4701-92c8-17251c0f8426 · inbound

OSDN: Improving Delta Rule with Provable Online Preconditioning in Linear Attention cites this paper.

OSDN: Improving Delta Rule with Provable Online Preconditioning in Linear Attention Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-14T19:09:23.183550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2100081b-158c-4324-a2ad-a34420eeb6a9 · inbound

Parallax: Parameterized Local Linear Attention for Language Modeling cites this paper.

Parallax: Parameterized Local Linear Attention for Language Modeling Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T13:23:27.962685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fb9e52d7-72d0-40ea-84f6-e6d6dc920cda · inbound

Memory by Design: Probabilistic Sequence Layers cites this paper.

Memory by Design: Probabilistic Sequence Layers Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:26:12.909025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 43701a7f-a4b6-427e-af43-36814138bdf5 · inbound

Dynamic Short Convolutions Improve Transformers cites this paper.

Dynamic Short Convolutions Improve Transformers Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 155

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T02:36:26.976387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 246861ae-5987-4df1-a4bc-e7092605e121 · inbound

Q-Delta: Beyond Key-Value Associative State Evolution cites this paper.

Q-Delta: Beyond Key-Value Associative State Evolution Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:07:26.570922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c49d8c78-89a6-460f-b489-fb986b10aa6d · inbound

Blurry Window Attention cites this paper.

Blurry Window Attention Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:46:13.994752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 171e0c9a-e06d-4be9-bab3-4a073a834324 · inbound

A Hippocampus for Linear Attention: An Exact Memory for What the Recurrent State Forgets cites this paper.

A Hippocampus for Linear Attention: An Exact Memory for What the Recurrent State Forgets Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:48:20.287214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f90c6638-5179-4c02-978c-32e3abeef210 · inbound

Remembering Distinct Items, Not Tokens: A Learnable Dirichlet-Process Cache Between State-Space Models and Attention cites this paper.

Remembering Distinct Items, Not Tokens: A Learnable Dirichlet-Process Cache Between State-Space Models and Attention Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 3

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Observation ccfc85f4-41df-414f-a170-a2373aa9ba86 · inbound

DSSMs: State Space Models with Explicit Memory via Delay Differential Equations cites this paper.

DSSMs: State Space Models with Explicit Memory via Delay Differential Equations Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-14T13:15:38.524121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1f71b57-7e17-45ba-bce6-f0b2d47c9e41 · inbound

Context by Distinct Information: An Auditable Dirichlet-Process Working Memory for Long, Redundant Context Streams cites this paper.

Context by Distinct Information: An Auditable Dirichlet-Process Working Memory for Long, Redundant Context Streams Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-14T11:45:09.424370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d50d3943-1f47-49bb-b22c-dc48e4b3dedf · inbound

The Capability Convergence Hypothesis: Capability from Access Structure, Not Scale cites this paper.

The Capability Convergence Hypothesis: Capability from Access Structure, Not Scale Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T06:39:20.333345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 101d82a9-82ad-4604-bac7-b880e6fab16e · inbound

The Capability Convergence Hypothesis: Capability from Access Structure, Not Scale cites this paper.

The Capability Convergence Hypothesis: Capability from Access Structure, Not Scale Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T02:03:21.761526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39a74367-655c-4e23-87dc-84e9a810d222 · inbound

Convolution for Large Language Models cites this paper.

Convolution for Large Language Models Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa9e8a6d-5089-44da-8ffe-20fff1ebb2c4 · inbound

The Orthogonalized Read Is a Removable Training Scaffold for Recurrent Memory cites this paper.

The Orthogonalized Read Is a Removable Training Scaffold for Recurrent Memory Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T09:06:10.000909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aacbfb5d-bb69-45f8-b287-84378d4616d2 · inbound

Naju: A Native Discrete State-Space Model with Independent Retention and Writing for Long-Sequence Memory cites this paper.

Naju: A Native Discrete State-Space Model with Independent Retention and Writing for Long-Sequence Memory Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T08:50:26.674694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3127e041-f606-41db-be3d-508f4ac855d7 · inbound

Learning What Matters: Supervising Global Context Pruning with Causal Evidence Sets cites this paper.

Learning What Matters: Supervising Global Context Pruning with Causal Evidence Sets Zoology: Measuring and Improving Recall in Efficient Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T07:14:35.723319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.