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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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=sha256:7600ad2980b7ad1a67fe5da5a27de4bd6132eba22efcc6fc82ce53ff8ba403c8

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=sha256:1a646a714e70831291453c121eb0a4ecfacfd410ecce69d5e0d46c065536ec8e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T18:24:17.872120Z digest=sha256:03bbaaf8cdf92d22fc002cfab01ba93c70fc6f6c1f2d89d7f839c9f0e434316c