Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification

Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/better-as-generators-than-classifiers-leveraging-llms-and-synthetic-data-for-low-resource-multilingual-classification

stale

Proof freshness: stale
Proof status: unverified
Display score: 6/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID better-as-generators-than-classifiers-leveraging-llms-and-synthetic-data-for-low-resource-multilingual-classification | Route /signal-canvas/better-as-generators-than-classifiers-leveraging-llms-and-synthetic-data-for-low-resource-multilingual-classification

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/better-as-generators-than-classifiers-leveraging-llms-and-synthetic-data-for-low-resource-multilingual-classification

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "better-as-generators-than-classifiers-leveraging-llms-and-synthetic-data-for-low-resource-multilingual-classification",
    "query_text": "Summarize Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification",
  "normalized_query": "2601.16278",
  "route": "/signal-canvas/better-as-generators-than-classifiers-leveraging-llms-and-synthetic-data-for-low-resource-multilingual-classification",
  "paper_ref": "better-as-generators-than-classifiers-leveraging-llms-and-synthetic-data-for-low-resource-multilingual-classification",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification

PDF: https://arxiv.org/pdf/2601.16278v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Watch and verify: Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification

/buildability/better-as-generators-than-classifiers-leveraging-llms-and-synthetic-data-for-low-resource-multilingual-classification

Watchwatch

Subject: Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification

Verdict

Watch

Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface