Forge · 0x6401…34EB

LIVEClassificationContent-verified ✓

Financial Filing Sentiment Classifier

A classifier that scores sentiment and risk tone in 10-K / 10-Q filing sections, tuned for the hedged language of financial disclosure.

Contributions

3

Phase

LIVE

Window

Closed

Creator

0x4f18…CfE8

Contribution window closed · view on explorer ↗

About this Forge

What it's training, and why

General sentiment models misread financial filings, where 'risk' and 'uncertainty' are boilerplate, not signal. This Forge trains a classifier on contributed, analyst-labelled filing passages, scored on held-out accuracy against an expert rubric.

Base model

ModernBERT-base

Task

Classification

Fine-tune

FULL

Eval metric

ACCURACY

Holdout size

4,000

Who should contribute

This Forge needs

  • Financial analysts contributing labelled passages
  • Research desks donating annotated filing corpora
  • Compute providers for the fine-tune sweep

Participate

Where this Forge goes next

Contribution window closed
  1. 01

    Contributions are locked

    The window for this Forge has closed — new data/compute/capital can't change ownership of this Ingot.

  2. 02

    Watch attribution settle

    Follow the live attribution panel below as the TEE-attested score vector resolves each contributor's share.

  3. 03

    Use the resulting Ingot

    Once LIVE, run the model via Foundry's OpenAI-compatible proxy — revenue from that usage routes back to contributors.

  4. 04

    Fork it in a new Forge

    Start a downstream Forge from this Ingot. Lineage and attribution carry forward automatically.

What you earn

Contribution becomes ownership — provably

Proportional Ingot ownership

Shares of the Ingot NFT mint to you in proportion to your TEE-measured marginal contribution. Not a flat bounty — equity.

On-chain revenue share

Every paid inference call on the Ingot routes a fee through the RevenueSplitter to holders, automatically and forever.

Permanent attribution

Your contribution and its score are logged on 0G — replayable, portable, and inherited by any downstream fork.

Use cases

What the resulting Ingot unlocks

Filing triage

Surface the cautionary passages an analyst should read first.

Signal extraction

Feed disclosure-tone features into downstream models.

Live attribution

Marginal Δ per contribution

Score vector emitted by the TEE eval. Shares mint proportionally to these deltas.

0x3479…A50c
capital33.3%
0x7A1C…7223
compute33.3%
0x336D…8402
data33.3%

Data

1

Compute

1

Capital

1

Eval coordinator

0x4f18…CfE8

TEE attestation

verified

encrypted holdout

seal0x3b…14a
baselinemeasuring…
measured
attestation0x7a3b…91d

signed score vector

Holdout is decrypted only inside the enclave. The eval result carries a hardware-signed attestation; submitEvalResult on the Forge contract reverts if the attestation is invalid.

Phase

LIVE

The Ingot is live. It can be run for inference and earns revenue that routes back to contributors.