Forge · 0xdfBC…03f6
LIVEGenerationContent-verified ✓Bengali News Summarizer
An abstractive summarizer for Bengali news, a language with 270M+ speakers but almost no production summarization models.
Contributions
3
Phase
LIVE
Window
Closed
Creator
0x4f18…CfE8
Contribution window closed · view on explorer ↗
About this Forge
What it's training, and why
Bengali readers are served by headline-only feeds because no open summarizer handles the language's morphology well. This Forge pools article→summary pairs written by Bengali journalists and editors, scores each contribution by its effect on held-out summary quality, and mints proportional ownership of the resulting model.
Base model
mT5-base
Task
Generation
Fine-tune
LORA
Eval metric
PERPLEXITY
Holdout size
3,000
Languages
bn
Who should contribute
This Forge needs
- →Bengali journalists and editors contributing summary pairs
- →Newsrooms donating archived article/summary data
- →GPU providers running the fine-tune
Participate
Where this Forge goes next
- 01
Contributions are locked
The window for this Forge has closed — new data/compute/capital can't change ownership of this Ingot.
- 02
Watch attribution settle
Follow the live attribution panel below as the TEE-attested score vector resolves each contributor's share.
- 03
Use the resulting Ingot
Once LIVE, run the model via Foundry's OpenAI-compatible proxy — revenue from that usage routes back to contributors.
- 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
Reader digests
Generate daily Bengali news digests at near-zero cost.
Accessibility
Short summaries for low-bandwidth and screen-reader users.
Live attribution
Marginal Δ per contribution
Score vector emitted by the TEE eval. Shares mint proportionally to these deltas.
Data
1
Compute
1
Capital
1
Eval coordinator
0x4f18…CfE8
TEE attestation
verifiedencrypted holdout
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.
On-chain activity