Monitorability as a Free Gift - a polaris-73 Collection

polaris-73 's Collections

Monitorability as a Free Gift

updated Aug 7

Checkpoints for Monitorability as a Free Gift: How RLVR Spontaneously Aligns Reasoning

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deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B

Text Generation • 2B • Updated Feb 24, 2025 • 434k • • 1.59k

Note Upstream base model for the DS-Qwen-1.5B experiments.
Qwen/Qwen3-4B

Text Generation • 4B • Updated Jul 26, 2025 • 7.24M • • 703

Note Upstream base model for the Qwen3-4B experiments.
deepseek-ai/DeepSeek-R1-Distill-Llama-8B

Text Generation • 8B • Updated Feb 24, 2025 • 250k • • 877

Note Upstream base model for the DS-Llama-8B experiments.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Science-step-100

2B • Updated Dec 19, 2025 • 5

Note DS-Qwen-1.5B | science RLVR | global step 100.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Science-step-200

2B • Updated Dec 19, 2025 • 6

Note DS-Qwen-1.5B | science RLVR | global step 200.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Science-step-300

2B • Updated Dec 19, 2025 • 5

Note DS-Qwen-1.5B | science RLVR | global step 300.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Science-step-400

2B • Updated Dec 19, 2025 • 6

Note DS-Qwen-1.5B | science RLVR | global step 400.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Science-step-500

2B • Updated Dec 19, 2025 • 5

Note DS-Qwen-1.5B | science RLVR | global step 500.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Science-step-600

2B • Updated Jan 1 • 5

Note DS-Qwen-1.5B | science RLVR | global step 600.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Science-step-700

2B • Updated Jan 1 • 5

Note DS-Qwen-1.5B | science RLVR | global step 700.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Science-step-800

2B • Updated Jan 1 • 5

Note DS-Qwen-1.5B | science RLVR | global step 800.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Math-step-100

2B • Updated Dec 19, 2025 • 4

Note DS-Qwen-1.5B | math RLVR | global step 100.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Math-step-200

2B • Updated Dec 19, 2025 • 4

Note DS-Qwen-1.5B | math RLVR | global step 200.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Math-step-300

2B • Updated Dec 19, 2025 • 6

Note DS-Qwen-1.5B | math RLVR | global step 300.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Math-step-400

2B • Updated Dec 19, 2025 • 6

Note DS-Qwen-1.5B | math RLVR | global step 400.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Math-step-500

2B • Updated Apr 4 • 9

Note DS-Qwen-1.5B | math RLVR | global step 500.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Math-step-600

2B • Updated Apr 4 • 8

Note DS-Qwen-1.5B | math RLVR | global step 600.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Math-step-700

2B • Updated Apr 4 • 7

Note DS-Qwen-1.5B | math RLVR | global step 700.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Math-step-800

2B • Updated Apr 4 • 9

Note DS-Qwen-1.5B | math RLVR | global step 800.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Code-step-100

2B • Updated Jan 8 • 5

Note DS-Qwen-1.5B | code RLVR | global step 100.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Code-step-200

2B • Updated Jan 8 • 5

Note DS-Qwen-1.5B | code RLVR | global step 200.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Code-step-300

2B • Updated Jan 22 • 7

Note DS-Qwen-1.5B | code RLVR | global step 300.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Code-step-400

2B • Updated Jan 23 • 6

Note DS-Qwen-1.5B | code RLVR | global step 400.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Code-step-500

2B • Updated Jan 23 • 8

Note DS-Qwen-1.5B | code RLVR | global step 500.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Code-step-600

2B • Updated Jan 23 • 7

Note DS-Qwen-1.5B | code RLVR | global step 600.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Code-step-700

2B • Updated Jan 24 • 4

Note DS-Qwen-1.5B | code RLVR | global step 700.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-Code-step-800

2B • Updated Jan 24 • 6

Note DS-Qwen-1.5B | code RLVR | global step 800.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-step-100

2B • Updated Jan 15 • 4

Note DS-Qwen-1.5B | instruction-following RLVR | global step 100.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-step-200

2B • Updated Jan 15 • 4

Note DS-Qwen-1.5B | instruction-following RLVR | global step 200.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-step-300

2B • Updated Jan 15 • 4

Note DS-Qwen-1.5B | instruction-following RLVR | global step 300.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-step-400

2B • Updated Jan 15 • 5

Note DS-Qwen-1.5B | instruction-following RLVR | global step 400.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-step-500

2B • Updated Jan 15 • 6

Note DS-Qwen-1.5B | instruction-following RLVR | global step 500.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-step-600

2B • Updated Jan 15 • 7

Note DS-Qwen-1.5B | instruction-following RLVR | global step 600.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-step-700

2B • Updated Jan 15 • 5

Note DS-Qwen-1.5B | instruction-following RLVR | global step 700.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-step-800

2B • Updated Jan 15 • 6

Note DS-Qwen-1.5B | instruction-following RLVR | global step 800.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-Without-IF-step-100

2B • Updated Dec 28, 2025 • 4

Note DS-Qwen-1.5B | all-domains-without-IF RLVR | global step 100.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-Without-IF-step-200

2B • Updated Dec 28, 2025 • 7

Note DS-Qwen-1.5B | all-domains-without-IF RLVR | global step 200.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-Without-IF-step-300

2B • Updated Dec 28, 2025 • 4

Note DS-Qwen-1.5B | all-domains-without-IF RLVR | global step 300.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-Without-IF-step-400

2B • Updated Dec 28, 2025 • 6

Note DS-Qwen-1.5B | all-domains-without-IF RLVR | global step 400.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-Without-IF-step-500

2B • Updated Jan 23 • 11

Note DS-Qwen-1.5B | all-domains-without-IF RLVR | global step 500.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-Without-IF-step-600

2B • Updated Jan 23 • 16

Note DS-Qwen-1.5B | all-domains-without-IF RLVR | global step 600.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-Without-IF-step-700

2B • Updated Jan 27 • 6

Note DS-Qwen-1.5B | all-domains-without-IF RLVR | global step 700.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-Without-IF-step-800

2B • Updated Jan 27 • 9

Note DS-Qwen-1.5B | all-domains-without-IF RLVR | global step 800.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-step-100

2B • Updated Dec 28, 2025 • 5

Note DS-Qwen-1.5B | all-domain RLVR | global step 100.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-step-200

2B • Updated Dec 28, 2025 • 10

Note DS-Qwen-1.5B | all-domain RLVR | global step 200.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-step-300

2B • Updated Dec 28, 2025 • 5

Note DS-Qwen-1.5B | all-domain RLVR | global step 300.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-step-400

2B • Updated Dec 28, 2025 • 5

Note DS-Qwen-1.5B | all-domain RLVR | global step 400.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-step-500

2B • Updated Jan 21 • 5

Note DS-Qwen-1.5B | all-domain RLVR | global step 500.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-step-600

2B • Updated Jan 21 • 4

Note DS-Qwen-1.5B | all-domain RLVR | global step 600.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-step-700

2B • Updated Jan 21 • 8

Note DS-Qwen-1.5B | all-domain RLVR | global step 700.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-All-step-800

2B • Updated Jan 21 • 6

Note DS-Qwen-1.5B | all-domain RLVR | global step 800.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-Cascade-400-step-100

2B • Updated Mar 26 • 6

Note DS-Qwen-1.5B | IF-cascade RLVR (400-step variant) | global step 100.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-Cascade-400-step-200

2B • Updated Mar 26 • 5

Note DS-Qwen-1.5B | IF-cascade RLVR (400-step variant) | global step 200.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-Cascade-400-step-300

2B • Updated Mar 26 • 5

Note DS-Qwen-1.5B | IF-cascade RLVR (400-step variant) | global step 300.
polaris-73/DeepSeek-R1-Distill-Qwen-1.5B-RLVR-IF-Cascade-400-step-400

2B • Updated Mar 26 • 6

Note DS-Qwen-1.5B | IF-cascade RLVR (400-step variant) | global step 400.
polaris-73/Qwen3-4B-RLVR-Science-step-100

4B • Updated Dec 16, 2025 • 8

Note Qwen3-4B | science RLVR | global step 100.
polaris-73/Qwen3-4B-RLVR-Science-step-200

4B • Updated Dec 16, 2025 • 9

Note Qwen3-4B | science RLVR | global step 200.
polaris-73/Qwen3-4B-RLVR-Science-step-300

4B • Updated Dec 16, 2025 • 9

Note Qwen3-4B | science RLVR | global step 300.
polaris-73/Qwen3-4B-RLVR-Science-step-400

4B • Updated Dec 16, 2025 • 6

Note Qwen3-4B | science RLVR | global step 400.
polaris-73/Qwen3-4B-RLVR-Science-step-500

4B • Updated Jan 6 • 5

Note Qwen3-4B | science RLVR | global step 500.
polaris-73/Qwen3-4B-RLVR-Science-step-600

4B • Updated Jan 6 • 6

Note Qwen3-4B | science RLVR | global step 600.
polaris-73/Qwen3-4B-RLVR-Science-step-700

4B • Updated Jan 6 • 9

Note Qwen3-4B | science RLVR | global step 700.
polaris-73/Qwen3-4B-RLVR-Science-step-800

4B • Updated Jan 6 • 6

Note Qwen3-4B | science RLVR | global step 800.
polaris-73/Qwen3-4B-RLVR-Math-step-100

4B • Updated Nov 27, 2025 • 5

Note Qwen3-4B | math RLVR | global step 100.
polaris-73/Qwen3-4B-RLVR-Math-step-200

4B • Updated Nov 27, 2025 • 6

Note Qwen3-4B | math RLVR | global step 200.
polaris-73/Qwen3-4B-RLVR-Math-step-300

4B • Updated Nov 27, 2025 • 4

Note Qwen3-4B | math RLVR | global step 300.
polaris-73/Qwen3-4B-RLVR-Math-step-400

4B • Updated Nov 27, 2025 • 8

Note Qwen3-4B | math RLVR | global step 400.
polaris-73/Qwen3-4B-RLVR-Math-step-500

4B • Updated Dec 12, 2025 • 6

Note Qwen3-4B | math RLVR | effective global step 500 (continuation step 100 after step 400).
polaris-73/Qwen3-4B-RLVR-Code-step-100

4B • Updated Jan 1 • 5

Note Qwen3-4B | code RLVR | global step 100.
polaris-73/Qwen3-4B-RLVR-Math-step-600

4B • Updated Dec 12, 2025 • 6

Note Qwen3-4B | math RLVR | effective global step 600 (continuation step 200 after step 400).
polaris-73/Qwen3-4B-RLVR-Code-step-200

4B • Updated Jan 1 • 4

Note Qwen3-4B | code RLVR | global step 200.
polaris-73/Qwen3-4B-RLVR-Math-step-700

4B • Updated Dec 12, 2025 • 10

Note Qwen3-4B | math RLVR | effective global step 700 (continuation step 300 after step 400).
polaris-73/Qwen3-4B-RLVR-Code-step-300

4B • Updated Jan 1 • 4

Note Qwen3-4B | code RLVR | global step 300.
polaris-73/Qwen3-4B-RLVR-Math-step-800

4B • Updated Dec 12, 2025 • 8

Note Qwen3-4B | math RLVR | effective global step 800 (continuation step 400 after step 400).
polaris-73/Qwen3-4B-RLVR-Code-step-400

4B • Updated Jan 1 • 12 • 1

Note Qwen3-4B | code RLVR | global step 400.
polaris-73/Qwen3-4B-RLVR-Code-step-500

4B • Updated Jan 23 • 7

Note Qwen3-4B | code RLVR | global step 500.
polaris-73/Qwen3-4B-RLVR-Code-step-600

4B • Updated Jan 23 • 5

Note Qwen3-4B | code RLVR | global step 600.
polaris-73/Qwen3-4B-RLVR-Code-step-700

4B • Updated Jan 23 • 7

Note Qwen3-4B | code RLVR | global step 700.
polaris-73/Qwen3-4B-RLVR-Code-step-800

4B • Updated Jan 23 • 6

Note Qwen3-4B | code RLVR | global step 800.
polaris-73/Qwen3-4B-RLVR-IF-step-100

4B • Updated Jan 20 • 19

Note Qwen3-4B | instruction-following RLVR | global step 100.
polaris-73/Qwen3-4B-RLVR-IF-step-200

4B • Updated Jan 20 • 4

Note Qwen3-4B | instruction-following RLVR | global step 200.
polaris-73/Qwen3-4B-RLVR-IF-step-300

4B • Updated Jan 20 • 6

Note Qwen3-4B | instruction-following RLVR | global step 300.
polaris-73/Qwen3-4B-RLVR-IF-step-400

4B • Updated Jan 20 • 6

Note Qwen3-4B | instruction-following RLVR | global step 400.
polaris-73/Qwen3-4B-RLVR-IF-step-500

4B • Updated Jan 20 • 6

Note Qwen3-4B | instruction-following RLVR | global step 500.
polaris-73/Qwen3-4B-RLVR-IF-step-600

4B • Updated Jan 20 • 4

Note Qwen3-4B | instruction-following RLVR | global step 600.
polaris-73/Qwen3-4B-RLVR-IF-step-700

4B • Updated Jan 20 • 5

Note Qwen3-4B | instruction-following RLVR | global step 700.
polaris-73/Qwen3-4B-RLVR-IF-step-800

4B • Updated Jan 20 • 4

Note Qwen3-4B | instruction-following RLVR | global step 800.
polaris-73/Qwen3-4B-RLVR-All-Without-IF-step-100

4B • Updated Jan 1 • 3

Note Qwen3-4B | all-domains-without-IF RLVR | global step 100.
polaris-73/Qwen3-4B-RLVR-All-Without-IF-step-200

4B • Updated Jan 1 • 4

Note Qwen3-4B | all-domains-without-IF RLVR | global step 200.
polaris-73/Qwen3-4B-RLVR-All-Without-IF-step-300

4B • Updated Jan 5 • 4

Note Qwen3-4B | all-domains-without-IF RLVR | global step 300.
polaris-73/Qwen3-4B-RLVR-All-Without-IF-step-400

4B • Updated Jan 5 • 4

Note Qwen3-4B | all-domains-without-IF RLVR | global step 400.
polaris-73/Qwen3-4B-RLVR-All-Without-IF-step-500

4B • Updated Jan 5 • 4

Note Qwen3-4B | all-domains-without-IF RLVR | global step 500.
polaris-73/Qwen3-4B-RLVR-All-Without-IF-step-600

4B • Updated Jan 5 • 4

Note Qwen3-4B | all-domains-without-IF RLVR | global step 600.
polaris-73/Qwen3-4B-RLVR-All-Without-IF-step-700

4B • Updated Jan 18 • 4

Note Qwen3-4B | all-domains-without-IF RLVR | global step 700.
polaris-73/Qwen3-4B-RLVR-All-Without-IF-step-800

4B • Updated Jan 18 • 11

Note Qwen3-4B | all-domains-without-IF RLVR | global step 800.
polaris-73/Qwen3-4B-RLVR-All-step-100

4B • Updated Jan 1 • 5

Note Qwen3-4B | all-domain RLVR | global step 100.
polaris-73/Qwen3-4B-RLVR-All-step-200

4B • Updated Jan 1 • 4

Note Qwen3-4B | all-domain RLVR | global step 200.
polaris-73/Qwen3-4B-RLVR-All-step-300

4B • Updated Jan 1 • 6

Note Qwen3-4B | all-domain RLVR | global step 300.
polaris-73/Qwen3-4B-RLVR-All-step-400

4B • Updated Jan 1 • 6

Note Qwen3-4B | all-domain RLVR | global step 400.
polaris-73/Qwen3-4B-RLVR-All-step-500

4B • Updated Jan 1 • 3

Note Qwen3-4B | all-domain RLVR | global step 500.
polaris-73/Qwen3-4B-RLVR-All-step-600

4B • Updated Jan 1 • 5

Note Qwen3-4B | all-domain RLVR | global step 600.
polaris-73/Qwen3-4B-RLVR-All-step-700

4B • Updated Jan 1 • 6

Note Qwen3-4B | all-domain RLVR | global step 700.
polaris-73/Qwen3-4B-RLVR-All-step-800

4B • Updated Jan 1 • 6

Note Qwen3-4B | all-domain RLVR | global step 800.
polaris-73/Qwen3-4B-RLVR-IF-Cascade-400-step-100

4B • Updated Mar 26 • 7

Note Qwen3-4B | IF-cascade RLVR (400-step variant) | global step 100.
polaris-73/Qwen3-4B-RLVR-IF-Cascade-400-step-200

4B • Updated Mar 26 • 7

Note Qwen3-4B | IF-cascade RLVR (400-step variant) | global step 200.
polaris-73/Qwen3-4B-RLVR-IF-Cascade-400-step-300

4B • Updated Mar 26 • 6

Note Qwen3-4B | IF-cascade RLVR (400-step variant) | global step 300.
polaris-73/Qwen3-4B-RLVR-IF-Cascade-400-step-400

4B • Updated Mar 26 • 4

Note Qwen3-4B | IF-cascade RLVR (400-step variant) | global step 400.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-Math-step-100

8B • Updated Mar 27 • 5

Note DS-Llama-8B | math RLVR | global step 100.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-Math-step-200

8B • Updated Mar 27 • 6

Note DS-Llama-8B | math RLVR | global step 200.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-Math-step-300

8B • Updated Mar 27 • 7

Note DS-Llama-8B | math RLVR | global step 300.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-Math-step-400

8B • Updated Mar 29 • 5

Note DS-Llama-8B | math RLVR | global step 400.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-IF-step-100

8B • Updated Mar 27 • 4

Note DS-Llama-8B | instruction-following RLVR | global step 100.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-IF-step-200

8B • Updated Mar 27 • 9

Note DS-Llama-8B | instruction-following RLVR | global step 200.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-IF-step-300

8B • Updated Mar 27 • 5

Note DS-Llama-8B | instruction-following RLVR | global step 300.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-IF-step-400

8B • Updated Mar 27 • 7

Note DS-Llama-8B | instruction-following RLVR | global step 400.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-IF-step-500

8B • Updated Mar 27 • 7

Note DS-Llama-8B | instruction-following RLVR | global step 500.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-IF-step-600

8B • Updated Mar 27 • 10

Note DS-Llama-8B | instruction-following RLVR | global step 600.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-IF-step-700

8B • Updated Mar 27 • 5

Note DS-Llama-8B | instruction-following RLVR | global step 700.
polaris-73/DeepSeek-R1-Distill-Llama-8B-RLVR-IF-step-800

8B • Updated Mar 27 • 8

Note DS-Llama-8B | instruction-following RLVR | global step 800.
polaris-73/monitorability-as-a-free-gift-data-training-data

Viewer • Updated Aug 7 • 60.8k • 118

Note Training data for Monitorability as a Free Gift: How RLVR Spontaneously Aligns Reasoning.

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