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README.md

@@ -192,18 +192,18 @@ All benchmarks evaluated using [lm-evaluation-harness](https://github.com/Eleuth
 
 ### Comparison with 1B Token Baselines (SmolLM2-70M)
 
-These are results from training the same SmolLM2-70M model on various 1B-token datasets for 1 epoch, showing that Sutra-10B at 3 epochs achieves the highest performance for this model size.
+These are results from training the same SmolLM2-70M model on various 1B-token datasets from the [Pre-training Dataset Samples](https://huggingface.co/collections/codelion/pre-training-dataset-samples-686bd760abf1a43b0ce32829) collection for 1 epoch, showing that Sutra-10B at 3 epochs achieves the highest performance for this model size.
 
 | Dataset (1B tokens) | HellaSwag | PIQA | WinoGrande | ARC-C | MMLU | TruthfulQA | GSM8K | Avg |
 |---------------------|-----------|------|------------|-------|------|------------|-------|-----|
 | **Sutra-10B (3 epochs)** | **26.14** | **54.84** | **50.04** | **22.35** | 22.96 | **48.02** | 0.53 | **34.27** |
-| Sutra-1B | 25.43 | 53.86 | 49.41 | 23.04 | 22.91 | 49.09 | 1.14 | 32.13 |
-| FineWiki-1B | 25.56 | 51.69 | 48.86 | 24.15 | **23.34** | 51.16 | 0.91 | 32.24 |
-| FinePDFs-1B | 25.58 | 52.56 | 50.51 | 22.44 | 22.95 | 51.41 | 1.21 | 32.38 |
-| DCLM-Baseline-1B | 25.85 | 55.17 | 50.20 | 21.08 | 22.97 | 49.21 | 0.68 | 32.16 |
-| FineWeb-Edu-1B | 25.72 | 55.11 | 50.36 | 21.25 | 22.96 | 48.11 | 1.21 | 32.10 |
-| Essential-Web-1B | 26.02 | 55.44 | 48.30 | 20.99 | 22.95 | 49.59 | 1.29 | 32.08 |
-| Synth-1B | 26.63 | 50.98 | 48.78 | 21.93 | 23.24 | 47.10 | 1.29 | 31.42 |
+| [Sutra-1B](https://huggingface.co/datasets/codelion/sutra-1B) | 25.43 | 53.86 | 49.41 | 23.04 | 22.91 | 49.09 | 1.14 | 32.13 |
+| [FineWiki-1B](https://huggingface.co/datasets/HuggingFaceFW/finewiki) | 25.56 | 51.69 | 48.86 | 24.15 | **23.34** | 51.16 | 0.91 | 32.24 |
+| [FinePDFs-1B](https://huggingface.co/datasets/HuggingFaceFW/FinePDFs) | 25.58 | 52.56 | 50.51 | 22.44 | 22.95 | 51.41 | 1.21 | 32.38 |
+| [DCLM-Baseline-1B](https://huggingface.co/datasets/codelion/dclm-baseline-1B) | 25.85 | 55.17 | 50.20 | 21.08 | 22.97 | 49.21 | 0.68 | 32.16 |
+| [FineWeb-Edu-1B](https://huggingface.co/datasets/codelion/fineweb-edu-1B) | 25.72 | 55.11 | 50.36 | 21.25 | 22.96 | 48.11 | 1.21 | 32.10 |
+| [Essential-Web-1B](https://huggingface.co/datasets/sumukshashidhar-archive/essential-web-v1.0-sample-1B) | 26.02 | 55.44 | 48.30 | 20.99 | 22.95 | 49.59 | 1.29 | 32.08 |
+| [Synth-1B](https://huggingface.co/datasets/codelion/synth-1B) | 26.63 | 50.98 | 48.78 | 21.93 | 23.24 | 47.10 | 1.29 | 31.42 |
 
 ## Key Findings