Chunking (τ, ן)
@chunking_subnet
SN40 (τ, ן) https://x.taostats.io/subnet/40
Patch 2.4.2 - Commit Reveal PR: github.com/VectorChat/chu… Key Changes: - Enable CR3 - Chunks now properly end on sentence boundary, with NLTK tokenizer as ground truth - When miners tie in a round, alpha now decreases linearly instead of exponentially
Release 2.4.0 - Enhanced Competition & Variety PR: github.com/VectorChat/chu… Key Changes: - New 'Loss Alpha' system accelerates rank advancement for consistently better miners - Expanded chunk size variety: 2000-4000 chars with varying probabilities - Mixed prompt types: 80%…
Latest Chunking Subnet Benchmarks The Power of Open, Incentivized Contest Completed Dec 9, 2024 We have now surpassed the industry leaders @AI21Labs and @UnstructuredIO in intermediate contexts, and have widened our lead in low context! 🔗 Explore the interactive benchmark…
Release 2.2.0 - Enhanced Query Generation PR: github.com/VectorChat/chu… Key Changes: - Improved system, initial generation, and continuation prompts - Synthetic queries now weave together topics from each of three given articles much more, often even within the same sentence…
Patch 2.1.2 PR: github.com/VectorChat/chu… Key Changes: - When creating a unique hash for all chunks returned by a miner, whitespace is now ignored. - Extra checks to make sure nltk tokenizers are downloaded
Hotfix 2.1.1 PR: github.com/VectorChat/chu… Key Changes - Improved Validator Task API concurrency. - Improved W&B tracking to address the copy-source feature on subnet.chunking.com, with additional classifications for rounds. Validators - Make sure to restrict access to the…
Release 2.1.0 - Task API & Chunking.com Network PR: github.com/VectorChat/chu… Key Changes: - New integrated task API enabling concurrent organic & synthetic queries - Sidecar API server for validators to handle client requests - Removed sleep time between synthetic…
Patch 1.4.1 - Ranking System Improvements See PR: github.com/VectorChat/chu… This patch addresses two key issues in the current ranking system that made it challenging for newer miners to advance. Issue 1: Identical Chunks, Inconsistent Rewards - OpenAI’s Embedding models are…
Testnet Release 1.4.0 PR: github.com/VectorChat/chu… Changelog (diff to mainnet): 1. Synthetic query upgrade: gpt-4o-mini generates unique 15k-60k char articles from Wikipedia 2. Weight hanging fix: Only waits for inclusion, not finalization 3. Reward function fix: Addresses…
Patch 1.3.1 View the PR here: github.com/VectorChat/chu… Changelog: 1. Incentives are no longer cutoff after the first 5 ranks. - The first seven ranks will continue to follow the function (1/2)^N - The remaining incentive (1/128) is divided linearly (with a nearly zero, but…
Hotfix 1.2.3 This hotfix address an exploit which allowed miners to bypass restrictions on data integrity. The PR can be found here: github.com/VectorChat/chu… Note that the dashboard will lag for a few hours as the wandb API catches up. If you need to see the latest info…
Patch 1.2.1 Corrects group size pattern from 4, 6, 8, 10 to 2, 4, 6, 8, 10 View PR here: github.com/VectorChat/chu… New Groups by Rank: [[0, 1], [1, 2, 3, 4], [3, 4, 5, 6, 7, 8], [6, 7, 8, 9, 10, 11, 12, 13], [10, 11, 12, 13, 14, 15, 16, 17, 18, 19], [15, 16, 17, 18, 19, 20, 21,…
Release 1.2.0 Live on Mainnet This is a breaking change for Validators with auto-update without a WandB key. See the full details on our PR: github.com/VectorChat/chu… Changelog: 1. Groups now having varying alphas, with lower ranked groups more sensitive to change and the higher…
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