Chunking (τ, ן) @chunking_subnet

SN40 (τ, ן) https://t.co/Jr2O7ys184 subnet.chunking.com SN40 Joined August 2024

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Chunking (τ, ן) @chunking_subnet

8 months ago

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

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Chunking (τ, ן) @chunking_subnet

9 months ago

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%…

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Chunking (τ, ן) @chunking_subnet

9 months ago

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…

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Chunking (τ, ן) @chunking_subnet

10 months ago

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…

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Chunking (τ, ן) @chunking_subnet

10 months ago

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

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Chunking (τ, ן) @chunking_subnet

10 months ago

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…

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Chunking (τ, ן) @chunking_subnet

11 months ago

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…

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Chunking (τ, ן) @chunking_subnet

11 months ago

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…

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Chunking (τ, ן) @chunking_subnet

11 months ago

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…

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Chunking (τ, ן) @chunking_subnet

a year ago

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…

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Chunking (τ, ן) @chunking_subnet

a year ago

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…

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Chunking (τ, ן) @chunking_subnet

a year ago

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,…

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Chunking (τ, ן) @chunking_subnet

a year ago

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…