Signalcrest
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aientity · corroborated across sources

sec

for nlp devs

Steady

9

signal score

1

live items

Cooling

7-day est. ~2

arxiv

Why this scored 9

every term, weighted
Velocity+0.0 / 40 max

Engagement per hour, normalized against the fastest item on its own source

Acceleration+0.0 / 25 max

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25 max

How many independent communities are talking about the same entity

Recency+9.3 / 10 max

Decays to zero over 14 days

Saturation penalty0.1 / 30 max

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite9.2

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement. Full methodology

Outlook

low confidence · estimate, not a guarantee

7-day

~2

range 13

14-day

~0

range 01

30-day

~0

range 01

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

The evidence

The live items this entity's score aggregates — every community independently talking about it right now. This is the corroboration, shown, not claimed.

  1. 112

    FinSAgent: Corpus-Aligned Multi-Agent RAG Framework for Evidence-Grounded SEC Filing Question Answering

    Multi-agent framework for question answering — for nlp devs

    arxivaiSteady🔗 2 · rag6d ago