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<!doctype html>
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<th>Loss</th>
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<th>Perplexity</th>
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<th>Tokens/s</th>
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<th>Peak VRAM</th>
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</tr>
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</thead>
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<tbody>
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<tr class="highlight">
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<td>ORIS 660M step0</td>
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<td>7.1613</td>
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<td>1288.58</td>
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<td>17.29k</td>
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<td>1.54 GiB</td>
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</tr>
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<tr>
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<td>Bielik-1.5B</td>
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| 600 |
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<td>2.2692</td>
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<td>9.67</td>
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<td>6.69k</td>
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<td>3.29 GiB</td>
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</tr>
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</tbody>
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</table>
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</div>
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<p class="note">
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The step0 comparison is a fixed evaluation.
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It is not directly comparable with later training-window loss.
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</p>
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</div>
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</section>
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<section id="training">
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| 618 |
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<div class="container">
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| 619 |
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<div class="label">
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| 621 |
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Recovery training
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| 622 |
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</div>
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| 623 |
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<h2>
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170.23M label tokens of clean continuation
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| 626 |
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</h2>
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| 627 |
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| 628 |
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<div class="grid">
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| 629 |
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| 630 |
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<div class="box">
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| 631 |
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<small>Sequence length</small>
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| 632 |
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<strong>1024</strong>
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| 633 |
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</div>
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| 634 |
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| 635 |
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<div class="box">
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| 636 |
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<small>Micro batch</small>
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| 637 |
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<strong>2</strong>
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| 638 |
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</div>
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| 639 |
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|
| 640 |
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<div class="box">
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| 641 |
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<small>Gradient accumulation</small>
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| 642 |
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<strong>256</strong>
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| 643 |
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</div>
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| 644 |
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|
| 645 |
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<div class="box">
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| 646 |
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<small>Tokens / optimizer step</small>
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| 647 |
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<strong>523,776</strong>
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| 648 |
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</div>
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| 649 |
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|
| 650 |
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<div class="box">
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| 651 |
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<small>Precision</small>
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| 652 |
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<strong>BF16</strong>
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| 653 |
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</div>
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| 654 |
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|
| 655 |
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<div class="box">
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| 656 |
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<small>Learning rate</small>
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| 657 |
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<strong>2e-5</strong>
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| 658 |
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</div>
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| 659 |
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|
| 660 |
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<div class="box">
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| 661 |
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<small>Training throughput</small>
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| 662 |
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<strong>~9.1k tok/s</strong>
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| 663 |
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</div>
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| 664 |
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|
| 665 |
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<div class="box">
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| 666 |
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<small>Latest checkpoint</small>
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| 667 |
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<strong>325</strong>
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| 668 |
-
</div>
|
| 669 |
-
|
| 670 |
-
</div>
|
| 671 |
-
|
| 672 |
-
<div class="status">
|
| 673 |
-
<strong>
|
| 674 |
-
Checkpoint 325
|
| 675 |
-
</strong>
|
| 676 |
-
|
| 677 |
-
<p>
|
| 678 |
-
170,227,200 label tokens ·
|
| 679 |
-
190,720 documents read ·
|
| 680 |
-
190,720 EOS tokens added ·
|
| 681 |
-
last training-window loss: 3.7726.
|
| 682 |
-
</p>
|
| 683 |
-
</div>
|
| 684 |
-
|
| 685 |
-
</div>
|
| 686 |
-
</section>
|
| 687 |
-
|
| 688 |
-
<section id="evaluation">
|
| 689 |
-
<div class="container">
|
| 690 |
-
|
| 691 |
-
<div class="label">
|
| 692 |
-
Evaluation
|
| 693 |
-
</div>
|
| 694 |
-
|
| 695 |
-
<h2>
|
| 696 |
-
Small diagnostic runs, not final leaderboard claims.
|
| 697 |
-
</h2>
|
| 698 |
-
|
| 699 |
-
<div class="prose">
|
| 700 |
-
<p>
|
| 701 |
-
ORIS 660M never reached a full pretraining schedule.
|
| 702 |
-
The current benchmarks are used mainly to understand
|
| 703 |
-
how much capability returned during recovery.
|
| 704 |
-
</p>
|
| 705 |
-
</div>
|
| 706 |
-
|
| 707 |
-
<div class="table-wrap">
|
| 708 |
-
<table>
|
| 709 |
-
<thead>
|
| 710 |
-
<tr>
|
| 711 |
-
<th>Model</th>
|
| 712 |
-
<th>Params</th>
|
| 713 |
-
<th>Custom MC</th>
|
| 714 |
-
<th>Normalized MC</th>
|
| 715 |
-
<th>Continuation NLL</th>
|
| 716 |
-
</tr>
|
| 717 |
-
</thead>
|
| 718 |
-
|
| 719 |
-
<tbody>
|
| 720 |
-
<tr class="highlight">
|
| 721 |
-
<td>ORIS 660M step325</td>
|
| 722 |
-
<td>660M</td>
|
| 723 |
-
<td>0.750</td>
|
| 724 |
-
<td>0.500</td>
|
| 725 |
-
<td>3.3525</td>
|
| 726 |
-
</tr>
|
| 727 |
-
|
| 728 |
-
<tr>
|
| 729 |
-
<td>Qra-1b</td>
|
| 730 |
-
<td>~1.10B</td>
|
| 731 |
-
<td>0.917</td>
|
| 732 |
-
<td>0.583</td>
|
| 733 |
-
<td>1.5715</td>
|
| 734 |
-
</tr>
|
| 735 |
-
</tbody>
|
| 736 |
-
</table>
|
| 737 |
-
</div>
|
| 738 |
-
|
| 739 |
-
<div class="table-wrap">
|
| 740 |
-
<table>
|
| 741 |
-
<thead>
|
| 742 |
-
<tr>
|
| 743 |
-
<th>Open PL polish_mc</th>
|
| 744 |
-
<th>Accuracy</th>
|
| 745 |
-
<th>Acc. norm</th>
|
| 746 |
-
<th>F1</th>
|
| 747 |
-
</tr>
|
| 748 |
-
</thead>
|
| 749 |
-
|
| 750 |
-
<tbody>
|
| 751 |
-
<tr class="highlight">
|
| 752 |
-
<td>ORIS 660M step325</td>
|
| 753 |
-
<td>0.399</td>
|
| 754 |
-
<td>0.386</td>
|
| 755 |
-
<td>0.0116</td>
|
| 756 |
-
</tr>
|
| 757 |
-
|
| 758 |
-
<tr>
|
| 759 |
-
<td>APT3-1B-Base</td>
|
| 760 |
-
<td>0.330</td>
|
| 761 |
-
<td>0.300</td>
|
| 762 |
-
<td>0.3215</td>
|
| 763 |
-
</tr>
|
| 764 |
-
</tbody>
|
| 765 |
-
</table>
|
| 766 |
-
</div>
|
| 767 |
-
|
| 768 |
-
<p class="note">
|
| 769 |
-
Open PL LLM Leaderboard polish_mc · 0-shot ·
|
| 770 |
-
limited to 100 examples per task.
|
| 771 |
-
These are diagnostic subset results,
|
| 772 |
-
not official leaderboard scores.
|
| 773 |
-
</p>
|
| 774 |
-
|
| 775 |
-
<div class="status">
|
| 776 |
-
<strong>
|
| 777 |
-
Accuracy alone is misleading here.
|
| 778 |
-
</strong>
|
| 779 |
-
|
| 780 |
-
<p>
|
| 781 |
-
ORIS showed severe class bias on some binary tasks.
|
| 782 |
-
The high aggregate accuracy therefore does not mean
|
| 783 |
-
that ORIS generally outperforms APT3.
|
| 784 |
-
</p>
|
| 785 |
-
</div>
|
| 786 |
-
|
| 787 |
-
</div>
|
| 788 |
-
</section>
|
| 789 |
-
|
| 790 |
-
<section>
|
| 791 |
-
<div class="container">
|
| 792 |
-
|
| 793 |
-
<div class="label">
|
| 794 |
-
Generation behavior
|
| 795 |
-
</div>
|
| 796 |
-
|
| 797 |
-
<h2>
|
| 798 |
-
The language came back before stability did.
|
| 799 |
-
</h2>
|
| 800 |
-
|
| 801 |
-
<div class="good-bad">
|
| 802 |
-
|
| 803 |
-
<div>
|
| 804 |
-
<strong>
|
| 805 |
-
Recovered
|
| 806 |
-
</strong>
|
| 807 |
-
|
| 808 |
-
<ul>
|
| 809 |
-
<li>Polish syntax</li>
|
| 810 |
-
<li>local sentence fluency</li>
|
| 811 |
-
<li>basic factual associations</li>
|
| 812 |
-
<li>usable sampled continuations</li>
|
| 813 |
-
</ul>
|
| 814 |
-
</div>
|
| 815 |
-
|
| 816 |
-
<div>
|
| 817 |
-
<strong>
|
| 818 |
-
Still unstable
|
| 819 |
-
</strong>
|
| 820 |
-
|
| 821 |
-
<ul>
|
| 822 |
-
<li>greedy repetition loops</li>
|
| 823 |
-
<li>topic drift</li>
|
| 824 |
-
<li>long-range coherence</li>
|
| 825 |
-
<li>class calibration</li>
|
| 826 |
-
<li>web-pattern residue</li>
|
| 827 |
-
</ul>
|
| 828 |
-
</div>
|
| 829 |
-
|
| 830 |
-
</div>
|
| 831 |
-
|
| 832 |
-
<div class="code">PROMPT:
|
| 833 |
-
Inflacja oznacza wzrost
|
| 834 |
-
|
| 835 |
-
GREEDY:
|
| 836 |
-
o 1,5 proc. W 2013 r. w Polsce...
|
| 837 |
-
w porównaniu do 1,5 proc...
|
| 838 |
-
w porównaniu do 1,5 proc...</div>
|
| 839 |
-
|
| 840 |
-
<div class="code">PROMPT:
|
| 841 |
-
Kiedy rano otworzył okno, zobaczył
|
| 842 |
-
|
| 843 |
-
SAMPLED:
|
| 844 |
-
A recognizable Polish narrative continuation appears,
|
| 845 |
-
but semantic drift and unrelated learned patterns
|
| 846 |
-
still enter the generation.</div>
|
| 847 |
-
|
| 848 |
-
</div>
|
| 849 |
-
</section>
|
| 850 |
-
|
| 851 |
-
<section id="data">
|
| 852 |
-
<div class="container">
|
| 853 |
-
|
| 854 |
-
<div class="label">
|
| 855 |
-
Data
|
| 856 |
-
</div>
|
| 857 |
-
|
| 858 |
-
<h2>
|
| 859 |
-
The project became a data-throughput problem.
|
| 860 |
-
</h2>
|
| 861 |
-
|
| 862 |
-
<div class="prose">
|
| 863 |
-
|
| 864 |
-
<p class="lead">
|
| 865 |
-
Training a few hundred million tokens was not
|
| 866 |
-
the difficult part. Managing reliable data
|
| 867 |
-
at tens or eventually more than 100B tokens was.
|
| 868 |
-
</p>
|
| 869 |
-
|
| 870 |
-
<p>
|
| 871 |
-
Early recovery corpora still contained web boilerplate,
|
| 872 |
-
repeated fragments, SEO text, listing pages,
|
| 873 |
-
forum residue, broken document boundaries,
|
| 874 |
-
encoding problems and unrelated topics merged
|
| 875 |
-
into single examples.
|
| 876 |
-
</p>
|
| 877 |
-
|
| 878 |
-
<p>
|
| 879 |
-
Scaling compute on top of those representations
|
| 880 |
-
would mostly reinforce their defects.
|
| 881 |
-
Work therefore shifted toward a V2 corpus pipeline
|
| 882 |
-
with four main decisions:
|
| 883 |
-
</p>
|
| 884 |
-
|
| 885 |
-
</div>
|
| 886 |
-
|
| 887 |
-
<div class="grid">
|
| 888 |
-
|
| 889 |
-
<div class="box">
|
| 890 |
-
<small>KEEP</small>
|
| 891 |
-
<strong>Usable document</strong>
|
| 892 |
-
</div>
|
| 893 |
-
|
| 894 |
-
<div class="box">
|
| 895 |
-
<small>CLEAN</small>
|
| 896 |
-
<strong>Recoverable core</strong>
|
| 897 |
-
</div>
|
| 898 |
-
|
| 899 |
-
<div class="box">
|
| 900 |
-
<small>SPLIT</small>
|
| 901 |
-
<strong>Multiple regions</strong>
|
| 902 |
-
</div>
|
| 903 |
-
|
| 904 |
-
<div class="box">
|
| 905 |
-
<small>DROP</small>
|
| 906 |
-
<strong>No useful core</strong>
|
| 907 |
-
</div>
|
| 908 |
-
|
| 909 |
-
</div>
|
| 910 |
-
|
| 911 |
-
<div class="prose" style="margin-top: 35px;">
|
| 912 |
-
|
| 913 |
-
<p>
|
| 914 |
-
The pipeline combines structural features,
|
| 915 |
-
repetition analysis, template detection,
|
| 916 |
-
semantic coherence, document-region analysis
|
| 917 |
-
and mmBERT-assisted scoring.
|
| 918 |
-
</p>
|
| 919 |
-
|
| 920 |
-
<p>
|
| 921 |
-
In one large V2 shard run, more than 1.39M
|
| 922 |
-
documents and roughly 1.55B approximate raw tokens
|
| 923 |
-
were processed at around 17.2 documents per second.
|
| 924 |
-
</p>
|
| 925 |
-
|
| 926 |
-
<p>
|
| 927 |
-
A conservative KEEP hygiene stage retained
|
| 928 |
-
approximately 99.77% of input tokens,
|
| 929 |
-
because its purpose was cleanup rather than
|
| 930 |
-
aggressive filtering.
|
| 931 |
-
</p>
|
| 932 |
-
|
| 933 |
-
</div>
|
| 934 |
-
|
| 935 |
-
</div>
|
| 936 |
-
</section>
|
| 937 |
-
|
| 938 |
-
<section id="status">
|
| 939 |
-
<div class="container">
|
| 940 |
-
|
| 941 |
-
<div class="label">
|
| 942 |
-
Current status
|
| 943 |
-
</div>
|
| 944 |
-
|
| 945 |
-
<h2>
|
| 946 |
-
ORIS 660M is paused, not finished.
|
| 947 |
-
</h2>
|
| 948 |
-
|
| 949 |
-
<div class="status">
|
| 950 |
-
|
| 951 |
-
<p>
|
| 952 |
-
The 660M branch reached a useful recovery milestone,
|
| 953 |
-
but further training was temporarily deprioritized.
|
| 954 |
-
</p>
|
| 955 |
-
|
| 956 |
-
<p>
|
| 957 |
-
The next meaningful stage requires a reliable
|
| 958 |
-
data-selection, reconstruction, deduplication
|
| 959 |
-
and evaluation pipeline capable of operating
|
| 960 |
-
at a scale approaching or exceeding 100B tokens.
|
| 961 |
-
</p>
|
| 962 |
-
|
| 963 |
-
<p>
|
| 964 |
-
Parts of that system have already been tested,
|
| 965 |
-
but the complete large-scale infrastructure
|
| 966 |
-
and independent evaluation throughput are not
|
| 967 |
-
yet deployed.
|
| 968 |
-
</p>
|
| 969 |
-
|
| 970 |
-
<p>
|
| 971 |
-
Additional compute infrastructure is also planned.
|
| 972 |
-
Until then, the 660M checkpoint remains a research
|
| 973 |
-
reference rather than a finished release.
|
| 974 |
-
</p>
|
| 975 |
-
|
| 976 |
-
</div>
|
| 977 |
-
|
| 978 |
-
</div>
|
| 979 |
-
</section>
|
| 980 |
-
|
| 981 |
-
</main>
|
| 982 |
-
|
| 983 |
-
<footer>
|
| 984 |
-
<div class="container">
|
| 985 |
-
ORIS LLM · Started 07.08.2026 ·
|
| 986 |
-
Polish language model research · Work in progress
|
| 987 |
-
</div>
|
| 988 |
-
</footer>
|
| 989 |
-
|
| 990 |
</body>
|
| 991 |
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|
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<!doctype html>
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<html lang="en">
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|
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+
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@media (max-width: 520px) {
|
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+
.hero { padding-top: 80px; }
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+
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|
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grid-template-columns: 1fr;
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gap: 8px;
|
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|
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display: none;
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.timeline-content {
|
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padding-left: 22px;
|
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|
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|
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+
.timeline-content::before {
|
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left: 0;
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|
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+
</style>
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</head>
|
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|
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<body>
|
| 327 |
+
<header>
|
| 328 |
+
<div class="container">
|
| 329 |
+
<nav>
|
| 330 |
+
<a class="brand" href="#">ORIS<span>.</span></a>
|
| 331 |
+
<div class="links">
|
| 332 |
+
<a href="#story">Story</a>
|
| 333 |
+
<a href="#roadmap">Roadmap</a>
|
| 334 |
+
<a href="#family">Family</a>
|
| 335 |
+
<a href="#eris">Eris</a>
|
| 336 |
+
</div>
|
| 337 |
+
</nav>
|
| 338 |
+
</div>
|
| 339 |
+
</header>
|
| 340 |
+
|
| 341 |
+
<main>
|
| 342 |
+
<div class="hero">
|
| 343 |
+
<div class="container hero-grid">
|
| 344 |
+
<div>
|
| 345 |
+
<div class="label">Independent language model research</div>
|
| 346 |
+
<h1>ORIS<span>.</span></h1>
|
| 347 |
+
<p>
|
| 348 |
+
ORIS is an experimental family of language-model projects that grew
|
| 349 |
+
out of earlier work on numerical representation, data pipelines and
|
| 350 |
+
small-scale architecture experiments.
|
| 351 |
+
</p>
|
| 352 |
+
</div>
|
| 353 |
+
|
| 354 |
+
<div class="hero-card">
|
| 355 |
+
<div class="label">Current direction</div>
|
| 356 |
+
<strong>Eris</strong>
|
| 357 |
+
|
| 358 |
+
<div class="meta">
|
| 359 |
+
<span>Type</span>
|
| 360 |
+
<b>Diffusion language model</b>
|
| 361 |
+
</div>
|
| 362 |
+
|
| 363 |
+
<div class="meta">
|
| 364 |
+
<span>Status</span>
|
| 365 |
+
<b>Architecture in development</b>
|
| 366 |
+
</div>
|
| 367 |
+
|
| 368 |
+
<div class="meta">
|
| 369 |
+
<span>Origin</span>
|
| 370 |
+
<b>ORIS research branch</b>
|
| 371 |
+
</div>
|
| 372 |
+
</div>
|
| 373 |
+
</div>
|
| 374 |
+
</div>
|
| 375 |
+
|
| 376 |
+
<section id="story">
|
| 377 |
+
<div class="container">
|
| 378 |
+
<div class="label">Story</div>
|
| 379 |
+
<h2>From PolMATH to the ORIS family.</h2>
|
| 380 |
+
|
| 381 |
+
<div class="prose">
|
| 382 |
+
<p class="lead">
|
| 383 |
+
The project did not start with ORIS. It started in 2025 with PolMATH.
|
| 384 |
+
</p>
|
| 385 |
+
|
| 386 |
+
<p>
|
| 387 |
+
PolMATH was a custom LLM experiment built around a simple question:
|
| 388 |
+
should numbers always be treated exactly like ordinary text tokens?
|
| 389 |
+
That work became the starting point for a broader series of experiments
|
| 390 |
+
with model behavior, training data, tokenization and data preparation.
|
| 391 |
+
</p>
|
| 392 |
+
|
| 393 |
+
<p>
|
| 394 |
+
Those experiments eventually led to ORIS — not as one finished model,
|
| 395 |
+
but as a family of related research directions.
|
| 396 |
+
</p>
|
| 397 |
+
</div>
|
| 398 |
+
</div>
|
| 399 |
+
</section>
|
| 400 |
+
|
| 401 |
+
<section id="roadmap">
|
| 402 |
+
<div class="container">
|
| 403 |
+
<div class="label">Roadmap</div>
|
| 404 |
+
<h2>A short research lineage, not a release list.</h2>
|
| 405 |
+
|
| 406 |
+
<div class="timeline">
|
| 407 |
+
<div class="timeline-item">
|
| 408 |
+
<div class="year">2025</div>
|
| 409 |
+
<div class="timeline-content">
|
| 410 |
+
<h3>PolMATH</h3>
|
| 411 |
+
<p>
|
| 412 |
+
First custom LLM experiment. The core idea was to explore alternative
|
| 413 |
+
handling of numerical information instead of treating every number
|
| 414 |
+
as ordinary text.
|
| 415 |
+
</p>
|
| 416 |
+
</div>
|
| 417 |
+
</div>
|
| 418 |
+
|
| 419 |
+
<div class="timeline-item">
|
| 420 |
+
<div class="year">2025–26</div>
|
| 421 |
+
<div class="timeline-content">
|
| 422 |
+
<h3>Data & training experiments</h3>
|
| 423 |
+
<p>
|
| 424 |
+
Work shifted toward datasets, tokenization, filtering, preprocessing
|
| 425 |
+
and training pipelines. Many of these experiments were exploratory
|
| 426 |
+
rather than standalone model releases.
|
| 427 |
+
</p>
|
| 428 |
+
</div>
|
| 429 |
+
</div>
|
| 430 |
+
|
| 431 |
+
<div class="timeline-item">
|
| 432 |
+
<div class="year">2026</div>
|
| 433 |
+
<div class="timeline-content">
|
| 434 |
+
<h3>ORIS 660M</h3>
|
| 435 |
+
<p>
|
| 436 |
+
The ORIS family emerged with ORIS 660M as its main autoregressive
|
| 437 |
+
model direction and a practical testbed for architecture and
|
| 438 |
+
data-pipeline decisions.
|
| 439 |
+
</p>
|
| 440 |
+
</div>
|
| 441 |
+
</div>
|
| 442 |
+
|
| 443 |
+
<div class="timeline-item">
|
| 444 |
+
<div class="year">2026</div>
|
| 445 |
+
<div class="timeline-content">
|
| 446 |
+
<h3>ORIS BERT Small C</h3>
|
| 447 |
+
<p>
|
| 448 |
+
Pipeline problems and side experiments around ORIS produced a separate
|
| 449 |
+
BERT-oriented branch. It is better understood as an offshoot of the
|
| 450 |
+
research process than as a successor to ORIS 660M.
|
| 451 |
+
</p>
|
| 452 |
+
</div>
|
| 453 |
+
</div>
|
| 454 |
+
|
| 455 |
+
<div class="timeline-item">
|
| 456 |
+
<div class="year">2026 →</div>
|
| 457 |
+
<div class="timeline-content">
|
| 458 |
+
<h3>Eris</h3>
|
| 459 |
+
<p>
|
| 460 |
+
A second branch now leads toward Eris: an experimental language model
|
| 461 |
+
being designed around diffusion rather than autoregressive next-token
|
| 462 |
+
generation. Its architecture is still being built.
|
| 463 |
+
</p>
|
| 464 |
+
</div>
|
| 465 |
+
</div>
|
| 466 |
+
</div>
|
| 467 |
+
</div>
|
| 468 |
+
</section>
|
| 469 |
+
|
| 470 |
+
<section id="family">
|
| 471 |
+
<div class="container">
|
| 472 |
+
<div class="label">ORIS family</div>
|
| 473 |
+
<h2>One origin, several directions.</h2>
|
| 474 |
+
|
| 475 |
+
<div class="family">
|
| 476 |
+
<div class="card">
|
| 477 |
+
<small>Autoregressive branch</small>
|
| 478 |
+
<strong>ORIS 660M</strong>
|
| 479 |
+
<p>
|
| 480 |
+
The main early ORIS model. It served as a compact experimental platform
|
| 481 |
+
for model compression, continued training and Polish-language data work.
|
| 482 |
+
</p>
|
| 483 |
+
</div>
|
| 484 |
+
|
| 485 |
+
<div class="card">
|
| 486 |
+
<small>Pipeline offshoot</small>
|
| 487 |
+
<strong>ORIS BERT Small C</strong>
|
| 488 |
+
<p>
|
| 489 |
+
A smaller BERT-oriented branch created while investigating pipeline
|
| 490 |
+
problems and alternative model behavior.
|
| 491 |
+
</p>
|
| 492 |
+
</div>
|
| 493 |
+
|
| 494 |
+
<div class="card active" id="eris">
|
| 495 |
+
<small>Current research branch</small>
|
| 496 |
+
<strong>Eris</strong>
|
| 497 |
+
<p>
|
| 498 |
+
A diffusion-based language-model project. Unlike ORIS 660M, Eris is not
|
| 499 |
+
being designed around autoregressive generation. The architecture remains
|
| 500 |
+
under active development.
|
| 501 |
+
</p>
|
| 502 |
+
</div>
|
| 503 |
+
|
| 504 |
+
<div class="card">
|
| 505 |
+
<small>Earlier origin</small>
|
| 506 |
+
<strong>PolMATH</strong>
|
| 507 |
+
<p>
|
| 508 |
+
The 2025 experiment that started the broader research path by questioning
|
| 509 |
+
how numerical information should be represented and processed by an LLM.
|
| 510 |
+
</p>
|
| 511 |
+
</div>
|
| 512 |
+
</div>
|
| 513 |
+
|
| 514 |
+
<div class="tree">PolMATH (2025)
|
| 515 |
+
│
|
| 516 |
+
└── data / training / tokenization experiments
|
| 517 |
+
│
|
| 518 |
+
▼
|
| 519 |
+
ORIS
|
| 520 |
+
ORIS 660M
|
| 521 |
+
/ \
|
| 522 |
+
/ \
|
| 523 |
+
▼ ▼
|
| 524 |
+
ORIS BERT Small C Eris
|
| 525 |
+
pipeline offshoot diffusion language model
|
| 526 |
+
architecture in development</div>
|
| 527 |
+
</div>
|
| 528 |
+
</section>
|
| 529 |
+
|
| 530 |
+
<section>
|
| 531 |
+
<div class="container">
|
| 532 |
+
<div class="label">Current status</div>
|
| 533 |
+
<h2>The research direction is changing.</h2>
|
| 534 |
+
|
| 535 |
+
<div class="prose">
|
| 536 |
+
<p>
|
| 537 |
+
ORIS 660M remains an important reference point, but it is no longer the
|
| 538 |
+
whole story of the project. The current focus is on architecture research,
|
| 539 |
+
with Eris exploring a fundamentally different approach to language
|
| 540 |
+
generation.
|
| 541 |
+
</p>
|
| 542 |
+
</div>
|
| 543 |
+
|
| 544 |
+
<div class="status">
|
| 545 |
+
<strong>Eris is a work in progress.</strong>
|
| 546 |
+
<p>
|
| 547 |
+
It should not be presented as a finished diffusion model yet. The goal,
|
| 548 |
+
architecture and training approach are still being developed and may change
|
| 549 |
+
as experiments progress.
|
| 550 |
+
</p>
|
| 551 |
+
</div>
|
| 552 |
+
</div>
|
| 553 |
+
</section>
|
| 554 |
+
</main>
|
| 555 |
+
|
| 556 |
+
<footer>
|
| 557 |
+
<div class="container">
|
| 558 |
+
ORIS Research · PolMATH → ORIS → Eris · Work in progress
|
| 559 |
+
</div>
|
| 560 |
+
</footer>
|
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| 561 |
</body>
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| 562 |
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</html>
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