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Paper Citation Record · LEDGER

MoL for LLMs: Dual-Loss Optimization to Enhance Domain Expertise While Preserving General Capabilities

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2505.12043.

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

pith.paper-citation-record.v1
2505.12043 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:47:17.029983Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T00:41:04.130067Z

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 8f281f62-c071-42f5-bcbb-b289ceb2afa5 · inbound

MoL-RL: Distilling Multi-Step Environmental Feedback into LLMs for Feedback-Independent Reasoning cites this paper.

MoL-RL: Distilling Multi-Step Environmental Feedback into LLMs for Feedback-Independent Reasoning MoL for LLMs: Dual-Loss Optimization to Enhance Domain Expertise While Preserving General Capabilities

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T13:47:17.029983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T13:47:17.029983Z digest=sha256:0ac2c30782def6a235a754be2729350f799c6b6aaf93804dbba6f4dd9472e03e

Observation 9abd6403-e251-4e82-87ad-ecd495aae956 · inbound

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval cites this paper.

Domain-Aware RAG: MoL-Enhanced RL for Efficient Training and Scalable Retrieval MoL for LLMs: Dual-Loss Optimization to Enhance Domain Expertise While Preserving General Capabilities

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-04T23:23:39.650901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:23:39.650901Z digest=sha256:77a06a4cbc8b464813831331e4f9c3a2a8045882ae6c9815c2476bd9379f5489

Observation 68580d74-498c-4a1c-9954-8622951c473e · inbound

Symbiotic-MoE: Unlocking the Synergy between Generation and Understanding cites this paper.

Symbiotic-MoE: Unlocking the Synergy between Generation and Understanding MoL for LLMs: Dual-Loss Optimization to Enhance Domain Expertise While Preserving General Capabilities

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-11T00:41:04.133973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-10T18:24:17.872120Z digest=sha256:31a75b12035657155c712ebed8bdaae77fc15d8b1c124a2450d48bc4adcc623e