Paper Citation Record · LEDGER

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback

As of 18 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 0 inbound Pith citation observations for arXiv:2508.15757.

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

pith.paper-citation-record.v1
2508.15757 v1

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:44:46.331821Z

measured 5 of 5 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

5 of 5 outbound references displayed

verified exact0
verified fuzzy0
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 25f14e98-5c16-4506-bad5-f2235f3c1d2c · outbound

This paper cites DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients.

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T17:44:46.032624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66a8dbf8-dfe7-4cf0-b36d-0918538c91a3 · outbound

This paper cites A Survey of Large Language Models.

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback A Survey of Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T17:44:46.331821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b942b27-7cdf-4dee-aee7-966fa6f2d3fa · outbound

This paper cites Using Large Language Models for Hyperparameter Optimization.

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback Using Large Language Models for Hyperparameter Optimization

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T17:44:46.263509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ce20e2c-1bb9-4cd0-a7cd-000a3fb30499 · outbound

This paper cites The Importance of Directional Feedback for LLM-based Optimizers.

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback The Importance of Directional Feedback for LLM-based Optimizers

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T17:44:46.161194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ab23f38-92f8-45ee-ae28-c67ea2a2d678 · outbound

This paper cites CALM: Co-evolution of Algorithms and Language Model for Automatic Heuristic Design.

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback CALM: Co-evolution of Algorithms and Language Model for Automatic Heuristic Design

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T17:44:45.946979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.