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Paper Citation Record · LEDGER

Exploring the Benefits of Training Expert Language Models over Instruction Tuning

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2302.03202.

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

pith.paper-citation-record.v1
2302.03202 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T12:28:14.324045Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-12T12:28:15.146095Z

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 89543314-69cb-442c-9dfb-12e0d0d92f0e · inbound

Strategic Prompting for Conversational Tasks: A Comparative Analysis of Large Language Models Across Diverse Conversational Tasks cites this paper.

Strategic Prompting for Conversational Tasks: A Comparative Analysis of Large Language Models Across Diverse Conversational Tasks Exploring the Benefits of Training Expert Language Models over Instruction Tuning

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-12T12:28:15.150958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-08-12T12:28:14.324045Z digest=sha256:34b8c66e7b7e18d63c81d25dd76bbfe8828d3997d027334d7c851cf88ff2868a

Observation 497e9c6f-5d83-4e76-9456-011b7046179f · inbound

SOS-LoRA: Static Orthogonal-Subspace Low-Rank Adaptation with Fixed Multi-Scale Scaling cites this paper.

SOS-LoRA: Static Orthogonal-Subspace Low-Rank Adaptation with Fixed Multi-Scale Scaling Exploring the Benefits of Training Expert Language Models over Instruction Tuning

Reference 136

Resolution
unresolved
no resolver link, observed 2026-08-02T09:51:03.593157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T09:51:03.593157Z digest=sha256:a40c62bda853234bb32d041041309875e25d225d416155db9ce23ff6d2eb674d