Paper Citation Record · LEDGER

SERM: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams

As of 12 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 1 inbound Pith citation observation for arXiv:2601.09515.

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

pith.paper-citation-record.v1
2601.09515 v3

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T10:39:49.859514Z

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-07T15:28:44.678081Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

5 of 5 outbound references displayed

verified exact0
verified fuzzy0
unresolved4
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation bf1997d0-f7bc-4dae-b796-356c8f6844e5 · outbound

This paper cites Pseudo-label Refinement for Improving Self-Supervised Learning Systems.

SERM: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams Pseudo-label Refinement for Improving Self-Supervised Learning Systems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T10:39:49.854009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b41b08f-88f9-4ada-b3b3-2a09d74a5656 · outbound

This paper cites Testing-v2.

SERM: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams Testing-v2

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-03T10:39:49.859514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3721442-972d-4a4a-8ec4-94e8bfb6be61 · outbound

This paper cites Scaling Large Language Model-based Multi-Agent Collaboration.

SERM: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams Scaling Large Language Model-based Multi-Agent Collaboration

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T10:39:49.856835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ab3e2f6-bf7b-4b03-9b5c-72d0f9f573dc · outbound

This paper cites Towards Boosting LLMs-driven Relevance Modeling with Progressive Retrieved Behavior-augmented Prompting.

SERM: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams Towards Boosting LLMs-driven Relevance Modeling with Progressive Retrieved Behavior-augmented Prompting

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T10:39:49.846344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 642af34b-e9ed-4a35-aee9-ca66bc11062b · outbound

This paper cites SELF: Self-Evolution with Language Feedback.

SERM: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams SELF: Self-Evolution with Language Feedback

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T10:39:49.850367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a55ccbeb-8172-4b60-9224-3686a3bb492b · inbound

K-CARE: Knowledge-driven Symmetrical Contextual Anchoring and Analogical Prototype Reasoning for E-commerce Relevance cites this paper.

K-CARE: Knowledge-driven Symmetrical Contextual Anchoring and Analogical Prototype Reasoning for E-commerce Relevance SERM: Self-Evolving Relevance Model with Agent-Driven Learning from Massive Query Streams

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-09T02:29:40.983292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.