Synthlabs Datasets
Collection
9 items • Updated
Datasets:
messages listlengths 2 2 | source stringclasses 2
values | source_index int64 0 34.4k | target stringclasses 1
value | protocol stringclasses 2
values | model stringclasses 4
values | num_conversation_turns int64 2 2 | num_generated_turns int64 1 1 | generated_at stringlengths 32 32 |
|---|---|---|---|---|---|---|---|---|
[
{
"role": "user",
"content": "How does the coupling between mantle convection patterns and core dynamo processes influence the temporal variability of planetary magnetic field reversals on Earth-like exoplanets with heterogeneous lithospheres?",
"tool_call_id": "",
"reasoning_content": null,
"or... | disk:/home/mkurman/code/model-trainer/data/glm-5.2-science/glm-5.2-science | 0 | both | chat_completions | thinkingmachines/inkling | 2 | 1 | 2026-07-26T22:26:01.365577+00:00 |
[
{
"role": "user",
"content": "How does the cooperative allosteric regulation of multi-subunit enzymes integrate post-translational modifications with metabolic flux under varying intracellular redox potentials, and what quantitative kinetic models can capture this complexity?",
"tool_call_id": "",
"... | disk:/home/mkurman/code/model-trainer/data/glm-5.2-science/glm-5.2-science | 2 | both | chat_completions | thinkingmachines/inkling | 2 | 1 | 2026-07-26T22:26:17.741208+00:00 |
[
{
"role": "user",
"content": "How can quantum Monte Carlo methods be integrated with machine-learned interatomic potentials to accurately predict electronic correlation effects in transition metal oxides under extreme pressure, and what are the scalability limits of such hybrid approaches?",
"tool_call_... | disk:/home/mkurman/code/model-trainer/data/glm-5.2-science/glm-5.2-science | 3 | both | chat_completions | thinkingmachines/inkling | 2 | 1 | 2026-07-26T22:26:24.920762+00:00 |
[
{
"role": "user",
"content": "What are the mechanistic consequences of phase-separated liquid-liquid immiscibility in the cytoplasm on the spatial organization of transcriptional condensates and their impact on stochastic gene expression noise in mammalian stem cells?",
"tool_call_id": "",
"reasonin... | disk:/home/mkurman/code/model-trainer/data/glm-5.2-science/glm-5.2-science | 5 | both | chat_completions | thinkingmachines/inkling | 2 | 1 | 2026-07-26T22:26:00.244450+00:00 |
[
{
"role": "user",
"content": "How does the coupling between stochastic infiltration processes and subsurface heterogeneity influence the scaling laws of flood peak discharge in semi-arid catchments under climate change scenarios?",
"tool_call_id": "",
"reasoning_content": null,
"original_content... | disk:/home/mkurman/code/model-trainer/data/glm-5.2-science/glm-5.2-science | 7 | both | chat_completions | thinkingmachines/inkling | 2 | 1 | 2026-07-26T22:25:57.446290+00:00 |
[
{
"role": "user",
"content": "How does epistasis across multiple loci influence the rate and direction of adaptive walks on rugged fitness landscapes under fluctuating environmental pressures, and can this be quantitatively modeled using non‑equilibrium statistical mechanics?",
"tool_call_id": "",
"... | disk:/home/mkurman/code/model-trainer/data/glm-5.2-science/glm-5.2-science | 10 | both | chat_completions | thinkingmachines/inkling | 2 | 1 | 2026-07-26T22:27:24.565339+00:00 |
[
{
"role": "user",
"content": "In a ΛCDM universe with primordial non-Gaussianity, how does the halo mass function modification affect the expected merger rate of binary black holes detectable by space-based gravitational wave observatories?",
"tool_call_id": "",
"reasoning_content": null,
"origi... | disk:/home/mkurman/code/model-trainer/data/glm-5.2-science/glm-5.2-science | 1 | both | chat_completions | thinkingmachines/inkling | 2 | 1 | 2026-07-26T22:29:19.591888+00:00 |
[
{
"role": "user",
"content": "What are the mechanistic links between oceanic iron fertilization, viral shunt dynamics, and the emergent non‑linear feedbacks that regulate global carbon sequestration efficiency in high‑latitude phytoplankton blooms?",
"tool_call_id": "",
"reasoning_content": null,
... | disk:/home/mkurman/code/model-trainer/data/glm-5.2-science/glm-5.2-science | 4 | both | chat_completions | thinkingmachines/inkling | 2 | 1 | 2026-07-26T22:30:21.872575+00:00 |
[
{
"role": "user",
"content": "What emergent topological phases arise in strongly correlated electron systems under simultaneous spin-orbit coupling and moiré superlattice potentials, and how can their quasiparticle excitations be experimentally distinguished using angle-resolved photoemission spectroscopy?"... | disk:/home/mkurman/code/model-trainer/data/glm-5.2-science/glm-5.2-science | 6 | both | chat_completions | thinkingmachines/inkling | 2 | 1 | 2026-07-26T22:31:10.873263+00:00 |
[
{
"role": "user",
"content": "In what ways do anisotropic mantle convection patterns modulate the temporal evolution of Earth's geomagnetic reversal frequency, and how can coupled magnetohydrodynamic–thermoelastic simulations be validated against paleomagnetic records?",
"tool_call_id": "",
"reasoni... | disk:/home/mkurman/code/model-trainer/data/glm-5.2-science/glm-5.2-science | 8 | both | chat_completions | thinkingmachines/inkling | 2 | 1 | 2026-07-26T22:31:48.034610+00:00 |
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GLM-5.2 Science Synth Reasoning
Synthetic reasoning traces for science questions from the GLM-5.2 science dataset. Each record contains a complex scientific question with SYNTH-style reasoning and a generated answer.
Dataset Summary
- 33,014 records (605 dupes + 726 incomplete/truncated removed from 34,345 source)
- 33,014 reasoning turns (99.9% format compliance)
- Average 3,094 chars per reasoning trace
Models Used
| Model | Records |
|---|---|
| deepseek-v4-flash | 33,341 |
| thinkingmachines/inkling | 673 |
Data Format
{
"messages": [
{"role": "user", "content": "How does the coupling between mantle convection patterns..."},
{"role": "assistant", "content": "The coupling runs through...", "reasoning_content": "● Question: ... → ..."}
],
"source": "disk:.../glm-5.2-science",
"source_index": 0,
"target": "both",
"protocol": "chat_completions",
"model": "deepseek-v4-flash",
"num_conversation_turns": 2,
"num_generated_turns": 1,
"generated_at": "2026-07-26T..."
}
Validation
| Check | Result |
|---|---|
| Format compliance | 99.9% (32,994/33,014 turns) |
| Duplicates | 0 (after dedup) |
| Null/empty reasoning | 0 |
| Incomplete/truncated | 0 (filtered out) |
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