Pith. sign in

Paper Citation Record · LEDGER

Beyond Words: A Latent Memory Approach to Internal Reasoning in LLMs

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2502.21030.

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

pith.paper-citation-record.v1
2502.21030 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:39:36.678084Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T19:21:48.173762Z

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 8bdc85aa-ec1a-4a2f-b79b-f1aa779ffcba · inbound

Implicit Reasoning in Large Language Models: A Comprehensive Survey cites this paper.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Beyond Words: A Latent Memory Approach to Internal Reasoning in LLMs

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-05T11:39:36.678084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:39:36.678084Z digest=sha256:1dd313e1439959a0afe4ea91fb74c7f61e1319f34831bdd1bb4e08b7ec5222ca

Observation 93ec3f14-0268-4d61-80ef-f91727099782 · inbound

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Beyond Words: A Latent Memory Approach to Internal Reasoning in LLMs

Reference 144

Resolution
verified exact
arxiv_id, observed 2026-05-18T19:21:48.177255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-18T19:19:36.427337Z digest=sha256:670f8c3ac6ad8944ad8e3e5f2b6e970c9d1b7a7ee4866a893936b51af8a7b195

Observation f2514751-9860-4934-a4ff-a3932202f1ce · inbound

MemSearcher: Training LLMs to Reason, Search and Manage Memory via End-to-End Reinforcement Learning cites this paper.

MemSearcher: Training LLMs to Reason, Search and Manage Memory via End-to-End Reinforcement Learning Beyond Words: A Latent Memory Approach to Internal Reasoning in LLMs

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-18T01:00:34.467900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-18T00:57:25.902674Z digest=sha256:febfd788699899121ce68eb399018e6cc8d0bae0bd8df1bf32c6d9597ad93243

Observation 7ae1eae5-c580-4160-8789-9e9bb9d087c5 · inbound

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook cites this paper.

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Beyond Words: A Latent Memory Approach to Internal Reasoning in LLMs

Reference 156

Resolution
unresolved
no resolver link, observed 2026-07-13T14:03:01.974171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T14:03:01.974171Z digest=sha256:b52c376b99f5cb9a9a330ab03c0e479ad69f6847c065e3b190d6bdd39c96f368

Observation f41a69e8-b603-468d-9686-f5431cb48e2a · inbound

NoisyCoconut: Counterfactual Consensus via Latent Space Reasoning cites this paper.

NoisyCoconut: Counterfactual Consensus via Latent Space Reasoning Beyond Words: A Latent Memory Approach to Internal Reasoning in LLMs

Reference 93

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:41:24.317841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-12T00:51:40.815981Z digest=sha256:550185f5399409d2eb8e8bdbef30527a0b61b23f373dc1ee92e47462f17273df