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b5b576b6-711c-5e71-a83f-9d73edc7e07a
meta_verification
DeepSeek-V4-Pro
AoPS
1
[ { "role": "system", "content": "You are an expert mathematical assistant. Provide rigorous, complete proofs.", "reasoning_content": "" }, { "role": "user", "content": "You are given a \"problem\", \"solution\", and \"solution evaluation\", and you need to assess the whether this \"solution e...
ultra_dsv4_cot_aops_rs1_000012148
aops_cot
DeepSeek-V4-Pro
AoPS
\; f^{(n)}(x)=\frac{\Gamma\!\big(\tfrac52\big)}{\Gamma\!\big(\tfrac52-n\big)} (x+1)^{\frac32-n} -\frac{\Gamma\!\big(\tfrac32\big)}{\Gamma\!\big(\tfrac32-n\big)} (x+1)^{\frac12-n}\;
1
[ { "role": "system", "content": "You are an expert mathematical assistant. Provide rigorous, complete solutions.", "reasoning_content": "" }, { "role": "user", "content": "Let \\( f: [-1, 0) \\to \\mathbb{R} \\) be defined by \\( f(x) = x \\sqrt{x+1} \\). Find the \\( n \\)-th derivative \\( ...
ultra_dsv4_cot_aops_rs1_000013026
aops_cot
DeepSeek-V4-Pro
AoPS
\,\displaystyle \int\frac{\tan x}{\sin^{2}x\,\sqrt{\cos^{2}x-16}}\,dx = \frac{1}{\sqrt{15}}\, \arctan\!\Bigg(\frac{\sqrt{\cos^{2}x-16}}{\sqrt{15}}\Bigg) -\frac14\, \arctan\!\Bigg(\frac{\sqrt{\cos^{2}x-16}}{4}\Bigg)+C\;
1
[ { "role": "system", "content": "You are an expert mathematical assistant. Provide rigorous, complete solutions.", "reasoning_content": "" }, { "role": "user", "content": "Evaluate the integral $\\int \\frac{\\tan(x)}{\\sin^2(x) \\sqrt{\\cos^2(x) - 16}} \\, dx$.\nPlease reason step by step, a...
ultra_dsv4_cot_aops_rs2_000001721
aops_cot
DeepSeek-V4-Pro
AoPS
2
1
[{"role":"system","content":"You are an expert mathematical assistant. Provide rigorous, complete so(...TRUNCATED)
df9f7ef5-3198-5545-a6d4-a437b0e16a18
meta_verification
DeepSeek-V4-Pro
AoPS
1
[{"role":"system","content":"You are an expert mathematical assistant. Provide rigorous, complete pr(...TRUNCATED)
007529bd-199d-5404-90ea-d3c0d9272782
proof
DeepSeek-V4-Pro
AoPS
1
[{"role":"system","content":"You are an expert mathematical assistant. Provide rigorous, complete pr(...TRUNCATED)
909e9416-6a8d-5455-b5f9-b259afc6fa6c
verification
DeepSeek-V4-Pro
AoPS
1
[{"role":"system","content":"You are an expert mathematical assistant. Provide rigorous, complete pr(...TRUNCATED)
b1789cd2-696a-5656-aa31-416667092ed8
proof
DeepSeek-V4-Pro
AoPS
1
[{"role":"system","content":"You are an expert mathematical assistant. Provide rigorous, complete pr(...TRUNCATED)
98a71d1f-c096-5591-8c8c-80df88167af4
meta_verification
DeepSeek-V4-Pro
AoPS
1
[{"role":"system","content":"You are an expert mathematical assistant. Provide rigorous, complete pr(...TRUNCATED)
85b7ce21-9ecf-5c13-98ec-79d29a702238
proof
DeepSeek-V4-Pro
AoPS
1
[{"role":"system","content":"You are an expert mathematical assistant. Provide rigorous, complete pr(...TRUNCATED)
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yccchen-stage2-sft-v2

The stage-2 (256K long-context) SFT training mix for opd-32b (Olmo-3 32B backbone with a transplanted DeepSeek-V4 tokenizer), in the model's native DeepSeek-R1 chat format. Globally shuffled, no upsampling / no repeats — every row is a distinct solution.

  • 134,698 conversations · ~6.1 B tokens (opd-32b tokenizer).
  • Assistant reasoning in a separate reasoning_content field (<think>…</think>), answer in content.
  • Per-source system prompt; task instruction native in the user turn. No tools.
from datasets import load_dataset
ds = load_dataset("chankhavu/yccchen-stage2-sft-v2", split="train")

Mixture (all ×1, no repeats)

source domain rows system prompt
Nemotron-Math-Proofs-v2 proof 24,696 "…complete proofs."
Nemotron-Math-Proofs-v2 verification 28,865 "…complete proofs."
Nemotron-Math-Proofs-v2 meta_verification 29,176 "…complete proofs."
Nemotron-SFT-Math-v4 aops_cot 51,961 "…complete solutions."
Total 134,698
  • Proofs subtotal = 82,737, matching the official Nemotron-Math-Proofs-v2 train split exactly (proof 24,696 / verification 28,865 / meta_verification 29,176). No upsampling.
  • The proof set already carries ~4.5 distinct solutions per problem (24,696 solutions over 5,539 problems) — natural diversity, no duplication.
  • All rows globally shuffled (scatter + per-shard shuffle), sources interleaved on-disk.
  • Proofs use "You are an expert mathematical assistant. Provide rigorous, complete proofs."; AoPS CoT (numeric-answer solutions) use "…complete solutions.".

Chat format (opd-32b / DeepSeek-R1)

<|begin▁of▁sentence|>{system}<|User|>{problem}<|Assistant|><think>{reasoning}</think>{answer}<|end▁of▁sentence|><think>/</think> are dedicated tokens (bos=0, eos=1). Supervised loss on the assistant span only ({reasoning}</think>{answer}<|end▁of▁sentence|>); everything up to <|Assistant|><think> is masked.

Pre-tokenized olmo-core companion: chankhavu/yccchen-stage2-olmocore-256k (docs >262144 tokens dropped). Schema: id, domain, generator, upstream_source, expected_answer, n_turns, messages. CC-BY-4.0 (inherits upstream Nemotron licenses).

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