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request_id
string
attempt_id
string
run_id
string
collection
string
purpose
string
model
string
provider
string
task_id
string
instance_id
string
variant
string
condition
string
prompt
string
expected_answer
string
reasoning
string
reasoning_source
string
content
string
tool_calls_json
string
response_id
string
finish_reason
string
error_json
string
request_json
string
response_json
string
requested_provider_json
string
reasoning_config_json
string
request_artifact
string
response_artifact
string
sse_artifact
string
wire_response_artifact
string
artifact_mtime_utc
string
request_number
int64
http_status
int64
max_output_tokens
int64
seed
int64
prompt_tokens
int64
completion_tokens
int64
reasoning_tokens
int64
elapsed_seconds
float64
request_timeout_seconds
float64
temperature
float64
reported_cost_usd
float64
tools_enabled
bool
tools_condition
bool
has_saved_result
bool
normalization_notes_json
string
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/request-01.json
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01
scratch/snowball-v01-oneshot-pilot-20261031-01
snowball-v01-oneshot-pilot-20261031-01
preflight
open-athena/Marin-Snowball-67B-A2B-v0.1
Marin/vLLM
protocol
protocol/01
easy
easy-tools
Use Python to compute 314159265 * 2718281828. End with Final answer: on its own line and the integer product on the next line.
853973421147336420
I need to compute 314159265 * 2718281828 using Python. I'll write a simple script to do this multiplication and print the result.
response_json
null
[{"id":"call_1_0","type":"function","function":{"name":"python","arguments":"{\"code\": \"print(314159265 * 2718281828)\"}"}}]
chatcmpl-ac369c04de53d3b3
tool_calls
null
{ "model": "open-athena/Marin-Snowball-67B-A2B-v0.1", "max_tokens": 32768, "temperature": 0.7, "seed": 20261029, "stream": true, "stream_options": { "include_usage": true }, "messages": [ { "role": "user", "content": "Calculate 123456789 * 987654321. You may explain your work. End wi...
{ "request_number": 1, "request_max_tokens": 32768, "http_status": 200, "id": "chatcmpl-ac369c04de53d3b3", "model": "open-athena/Marin-Snowball-67B-A2B-v0.1", "finish_reason": "tool_calls", "usage": { "prompt_tokens": 469, "total_tokens": 532, "completion_tokens": 63 }, "server_finish_reas...
null
{"enable_thinking":true,"xml_tools":[{"type":"function","function":{"name":"python","description":"Execute Python 3.12.9 code with the standard library and NumPy 2.5.4. Biopython is not installed. Networking and subprocesses are disabled; only runtime files and this example's working directory are readable. Use print()...
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/request-01.json
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/response-01.json
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/response-01.sse
null
2026-10-31T17:06:02.484086+00:00
1
200
32,768
20,261,029
469
63
null
0.728957
1,800
0.7
null
true
true
true
null
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/request-02.json
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01
scratch/snowball-v01-oneshot-pilot-20261031-01
snowball-v01-oneshot-pilot-20261031-01
preflight
open-athena/Marin-Snowball-67B-A2B-v0.1
Marin/vLLM
protocol
protocol/01
easy
easy-tools
Use Python to compute 314159265 * 2718281828. End with Final answer: on its own line and the integer product on the next line.
853973421147336420
The output shows the product is 853973421147336420. Final answer: 853973421147336420<|eot_id|>
response_json
null
null
chatcmpl-a9cde256bf1ebf44
stop
null
{ "model": "open-athena/Marin-Snowball-67B-A2B-v0.1", "max_tokens": 32705, "temperature": 0.7, "seed": 20261029, "stream": true, "stream_options": { "include_usage": true }, "messages": [ { "role": "user", "content": "Calculate 123456789 * 987654321. You may explain your work. End wi...
{ "request_number": 2, "request_max_tokens": 32705, "http_status": 200, "id": "chatcmpl-a9cde256bf1ebf44", "model": "open-athena/Marin-Snowball-67B-A2B-v0.1", "finish_reason": "stop", "usage": { "prompt_tokens": 590, "total_tokens": 615, "completion_tokens": 25 }, "elapsed_seconds": 0.4260...
null
{"enable_thinking":true,"xml_tools":[{"type":"function","function":{"name":"python","description":"Execute Python 3.12.9 code with the standard library and NumPy 2.5.4. Biopython is not installed. Networking and subprocesses are disabled; only runtime files and this example's working directory are readable. Use print()...
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/request-02.json
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/response-02.json
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/response-02.sse
null
2026-10-31T17:06:03.259907+00:00
2
200
32,705
20,261,029
590
25
null
0.426004
1,800
0.7
null
true
true
true
null
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/request-01.json
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01
scratch/snowball-v01-oneshot-pilot-20261031-01
snowball-v01-oneshot-pilot-20261031-01
one_shot_tool_followup
open-athena/Marin-Snowball-67B-A2B-v0.1
Marin/vLLM
cds.translate
cds.translate/01
easy
easy-tools
## Task Translate this CDS using NCBI genetic code 11. ## Inputs DNA inputs are 5′→3′ coding strands. Ignore whitespace between bases. ```json { "cds": "ATGGAACTGGAACCGCTGGAAGAAGGCAGCGGCGAAAGCACCGAAGCAGCCCAATGGCAGGTTGACTGA" } ``` ## Rules - Use the annotated first codon as the initiator. Stop at the first in-fr...
MELEPLEEGSGESTEAAQWQVD
I need to: 1. Calculate 123456789 * 987654321. The output shows this is 121932631112635269. 2. Then translate the CDS using NCBI genetic code 11. Let me first parse the CDS sequence. The CDS is: "ATGGAACTGGAACCGCTGGAAGAAGGCAGCGGCGAAAGCACCGAAGCAGCCCAATGGCAGGTTGACTGA" Wait, the task says: "Calculate 123456789 * 987654...
response_json
null
[{"id":"call_1_0","type":"function","function":{"name":"python","arguments":"{\"code\": \"cds = \\\"ATGGAACTGGAACCGCTGGAAGAAGGCAGCGGCGAAAGCACCGAAGCAGCCCAATGGCAGGTTGACTGA\\\"\\n\\n# Split into codons\\ncodons = [cds[i:i+3] for i in range(0, len(cds), 3)]\\nprint(\\\"Codons:\\\", codons)\\nprint(\\\"Number of codons:\\\"...
chatcmpl-ace4116aff4aaff4
tool_calls
null
{ "model": "open-athena/Marin-Snowball-67B-A2B-v0.1", "max_tokens": 32768, "temperature": 0.7, "seed": 20261029, "stream": true, "stream_options": { "include_usage": true }, "messages": [ { "role": "user", "content": "Calculate 123456789 * 987654321. You may explain your work. End wi...
{ "request_number": 1, "request_max_tokens": 32768, "http_status": 200, "id": "chatcmpl-ace4116aff4aaff4", "model": "open-athena/Marin-Snowball-67B-A2B-v0.1", "finish_reason": "tool_calls", "usage": { "prompt_tokens": 958, "total_tokens": 4426, "completion_tokens": 3468 }, "server_finish_r...
null
{"enable_thinking":true,"xml_tools":[{"type":"function","function":{"name":"python","description":"Execute Python 3.12.9 code with the standard library and NumPy 2.5.4. Biopython is not installed. Networking and subprocesses are disabled; only runtime files and this example's working directory are readable. Use print()...
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/request-01.json
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/response-01.json
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/response-01.sse
null
2026-10-31T17:06:03.730860+00:00
1
200
32,768
20,261,029
958
3,468
null
33.82942
1,800
0.7
null
true
true
true
null
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/request-02.j(...TRUNCATED)
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01
scratch/snowball-v01-oneshot-pilot-20261031-01
snowball-v01-oneshot-pilot-20261031-01
one_shot_tool_followup
open-athena/Marin-Snowball-67B-A2B-v0.1
Marin/vLLM
cds.translate
cds.translate/01
easy
easy-tools
"## Task\n\nTranslate this CDS using NCBI genetic code 11.\n\n## Inputs\n\nDNA inputs are 5′→3(...TRUNCATED)
MELEPLEEGSGESTEAAQWQVD
"The codons list shows:\n\n['ATG', 'GAA', 'CTG', 'GAA', 'CCG', 'CTG', 'GAA', 'GAA', 'GGC', 'AGC', 'G(...TRUNCATED)
response_json
"```python\ncds = \"ATGGAACTGGAACCGCTGGAAGAAGGCAGCGGCGAAAGCACCGAAGCAGCCCAATGGCAGGTTGACTGA\"\n\n# Spl(...TRUNCATED)
null
chatcmpl-99449bf6b5ec5c73
stop
null
"{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 29300,\n \"tempera(...TRUNCATED)
"{\n \"request_number\": 2,\n \"request_max_tokens\": 29300,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED)
null
"{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/request-02.j(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/response-02.(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/response-02.(...TRUNCATED)
null
2026-10-31T17:06:37.607410+00:00
2
200
29,300
20,261,029
4,928
12,976
null
119.207423
1,800
0.7
null
true
true
true
null
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0002-variant.frame_status-01/reque(...TRUNCATED)
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0002-variant.frame_status-01
scratch/snowball-v01-oneshot-pilot-20261031-01
snowball-v01-oneshot-pilot-20261031-01
one_shot_tool_followup
open-athena/Marin-Snowball-67B-A2B-v0.1
Marin/vLLM
variant.frame_status
variant.frame_status/01
easy
easy-tools
"## Task\n\nTrack the change in reading-frame phase after each insertion or deletion, and report the(...TRUNCATED)
{"edits":[{"edit_index":1,"phase":0},{"edit_index":2,"phase":2}],"final_phase":2}
"I need to understand the task.\n\nWe have a CDS sequence: \"GTGGAAGCGACAGACCAGGGCTGTGGCCCTGAACACCTT(...TRUNCATED)
response_json
"{\n \"edits\": [\n {\n \"edit_index\": 1,\n \"phase\": 0\n },\n {\n \"edit(...TRUNCATED)
null
chatcmpl-a43a38b057272cf3
stop
null
"{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 32768,\n \"tempera(...TRUNCATED)
"{\n \"request_number\": 1,\n \"request_max_tokens\": 32768,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED)
null
"{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0002-variant.frame_status-01/reque(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0002-variant.frame_status-01/respo(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0002-variant.frame_status-01/respo(...TRUNCATED)
null
2026-10-31T17:06:03.727961+00:00
1
200
32,768
20,261,029
946
3,692
null
36.329045
1,800
0.7
null
true
true
true
null
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/request-01.json
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01
scratch/snowball-v01-oneshot-pilot-20261031-01
snowball-v01-oneshot-pilot-20261031-01
one_shot_tool_followup
open-athena/Marin-Snowball-67B-A2B-v0.1
Marin/vLLM
stats.cai
stats.cai/01
easy
easy-tools
"## Task\n\nCalculate CAI using the supplied codon weights.\n\n## Inputs\n\nDNA inputs are 5′→3(...TRUNCATED)
0.66195
"I need to:\n1. Parse the CDS DNA sequence: \"ATGTACGGTAACAACGGAAAACGTATGCCTGACCGCCCGGAGATGGATGATTTG(...TRUNCATED)
response_json
null
"[{\"id\":\"call_1_0\",\"type\":\"function\",\"function\":{\"name\":\"python\",\"arguments\":\"{\\\"(...TRUNCATED)
chatcmpl-b5e3bdc7d69a2996
tool_calls
null
"{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 32768,\n \"tempera(...TRUNCATED)
"{\n \"request_number\": 1,\n \"request_max_tokens\": 32768,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED)
null
"{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED)
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/request-01.json
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/response-01.json(...TRUNCATED)
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/response-01.sse
null
2026-10-31T17:06:03.746417+00:00
1
200
32,768
20,261,029
1,102
1,243
null
12.419684
1,800
0.7
null
true
true
true
null
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/request-02.json
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01
scratch/snowball-v01-oneshot-pilot-20261031-01
snowball-v01-oneshot-pilot-20261031-01
one_shot_tool_followup
open-athena/Marin-Snowball-67B-A2B-v0.1
Marin/vLLM
stats.cai
stats.cai/01
easy
easy-tools
"## Task\n\nCalculate CAI using the supplied codon weights.\n\n## Inputs\n\nDNA inputs are 5′→3(...TRUNCATED)
0.66195
"The computation shows CAI ≈ 0.6619501839293747. Rounded to 6 decimal places: 0.661950.\n\nLet me (...TRUNCATED)
response_json
"The CAI is calculated as the geometric mean of the codon weights for the coding sequence, excluding(...TRUNCATED)
null
chatcmpl-a573a9126f203cfa
stop
null
"{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 31525,\n \"tempera(...TRUNCATED)
"{\n \"request_number\": 2,\n \"request_max_tokens\": 31525,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED)
null
"{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED)
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/request-02.json
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/response-02.json(...TRUNCATED)
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/response-02.sse
null
2026-10-31T17:06:16.210066+00:00
2
200
31,525
20,261,029
3,008
1,616
null
15.870178
1,800
0.7
null
true
true
true
null
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0004-protein.trypsin_digest-01/req(...TRUNCATED)
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0004-protein.trypsin_digest-01
scratch/snowball-v01-oneshot-pilot-20261031-01
snowball-v01-oneshot-pilot-20261031-01
one_shot_tool_followup
open-athena/Marin-Snowball-67B-A2B-v0.1
Marin/vLLM
protein.trypsin_digest
protein.trypsin_digest/01
easy
easy-tools
"## Task\n\nList the fragments produced by a complete trypsin digest of the encoded protein.\n\n## I(...TRUNCATED)
"[{\"end\":15,\"peptide\":\"MIGSFPSGEVQGQGR\",\"start\":1},{\"end\":16,\"peptide\":\"G\",\"start\":1(...TRUNCATED)
"We need to parse the CDS: \"ATGATTGGTTCATTTCCATCTGGTGAAGTTCAAGGACAAGGCCGGGGTTAA\"\n\nThis is a DNA (...TRUNCATED)
response_json
"The protein sequence derived from the CDS is:\n\n- ATG → M\n- ATT → I\n- GGT → G\n- TCA → S(...TRUNCATED)
null
chatcmpl-a15c0ec272c22ec6
stop
null
"{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 32768,\n \"tempera(...TRUNCATED)
"{\n \"request_number\": 1,\n \"request_max_tokens\": 32768,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED)
null
"{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0004-protein.trypsin_digest-01/req(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0004-protein.trypsin_digest-01/res(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0004-protein.trypsin_digest-01/res(...TRUNCATED)
null
2026-10-31T17:06:03.725108+00:00
1
200
32,768
20,261,029
1,142
6,206
null
60.448617
1,800
0.7
null
true
true
true
null
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0005-rna.max_pair_fold-01/request-(...TRUNCATED)
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0005-rna.max_pair_fold-01
scratch/snowball-v01-oneshot-pilot-20261031-01
snowball-v01-oneshot-pilot-20261031-01
one_shot_tool_followup
open-athena/Marin-Snowball-67B-A2B-v0.1
Marin/vLLM
rna.max_pair_fold
rna.max_pair_fold/01
easy
easy-tools
"## Task\n\nFind a noncrossing RNA structure with the largest possible number of canonical Watson–(...TRUNCATED)
(((..(((((((..(.(((....)))))))))).)).)....)..
"We have a coding DNA sequence: \"ATGAAGCGCGATGGCCTGCCAACGCAGATCGCGGCCGACGAGTGA\". That's the coding(...TRUNCATED)
response_json
null
null
chatcmpl-85846c2239ebe6c9
length
null
"{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 32768,\n \"tempera(...TRUNCATED)
"{\n \"request_number\": 1,\n \"request_max_tokens\": 32768,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED)
null
"{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0005-rna.max_pair_fold-01/request-(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0005-rna.max_pair_fold-01/response(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0005-rna.max_pair_fold-01/response(...TRUNCATED)
null
2026-10-31T17:06:03.716959+00:00
1
200
32,768
20,261,029
856
32,768
null
279.072943
1,800
0.7
null
true
true
true
null
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0006-design.expose_rna_window-01/r(...TRUNCATED)
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0006-design.expose_rna_window-01
scratch/snowball-v01-oneshot-pilot-20261031-01
snowball-v01-oneshot-pilot-20261031-01
one_shot_tool_followup
open-athena/Marin-Snowball-67B-A2B-v0.1
Marin/vLLM
design.expose_rna_window
design.expose_rna_window/01
easy
easy-tools
"## Task\n\nUse permitted synonymous DNA substitutions to break the listed RNA stem pairs involving (...TRUNCATED)
TTGAAAGCCACCGGCTTTCTTTGA
"Let's parse the problem.\n\nWe have a DNA sequence (coding strand) of length? Let's see.\n\n`cds: \(...TRUNCATED)
response_json
"Explanation:\n- The candidate pair [6,15] must be broken because position 6 lies inside the targe(...TRUNCATED)
null
chatcmpl-9dd39b2e05b6b8ee
stop
null
"{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 32768,\n \"tempera(...TRUNCATED)
"{\n \"request_number\": 1,\n \"request_max_tokens\": 32768,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED)
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"{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0006-design.expose_rna_window-01/r(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0006-design.expose_rna_window-01/r(...TRUNCATED)
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0006-design.expose_rna_window-01/r(...TRUNCATED)
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End of preview.

CDS-bench evaluation traces (PR #2)

Saved API traces associated with Open-Athena/cds-bench PR #2. Snapshot: 2026-10-31T17:19:13.229524+00:00. Source commit: cc73060505d9a2cd60737d693b1d45ba9585e0a3. See the benchmark and PR for task definitions and comparable evaluation results.

This archive includes all discovered saved full-run, pilot, smoke, retry, preflight, interrupted and provider/tool-diagnostic traces in the listed source collections. These purposes are labeled separately; the entire archive is not one comparable benchmark run. Historical duplicate hard variants, failed requests and interrupted attempts are retained. No new inference or rescoring was performed. included_in_main_comparison identifies the 13,040 attempts in the final four-model comparison; other attempts remain available for analysis.

Configuration Rows Meaning
requests (default) 27,942 One saved API request/response round, including returned reasoning, full JSON payloads, provider, token usage, request latency when recorded, and artifact references.
attempts 15,342 One local attempt directory, with prompt, reference answer, original score/final, raw assistant text, run purpose and completion state.
tools 12,636 Python calls, code, stdout/stderr and execution results.
runs 56 Saved configurations, summary/status and billing metadata.
artifacts 196,768 Every archived source text file, with its compressed bundle, member path, original/export SHA-256 hashes, sizes and timestamps.

Each configuration has one all split. Original easy/hard and tools/no-tools conditions are fields, not training splits. JSON-valued columns are strings, parsed with json.loads. IDs are stable source-relative paths. request_id joins to artifacts.artifact_id; attempt_id joins requests and tools to attempts. run_id joins configurations. Nullable fields mean information was not recorded or returned; missing reasoning, time, usage and charges are not imputed. Artifact modification times are provenance timestamps, not measured request start times. Explicit retry-directory labels are retained without inferring hidden provider retries.

normalization_notes_json records unusual source types encountered in scalar columns; the unchanged source structure remains in JSON artifacts. Native Snowball cost and reasoning-only token counts are null because its API does not expose them separately, despite zero placeholders in some original client bookkeeping.

reasoning is the text returned by the provider, not a claim to expose unreturned internal reasoning. Its source is recorded; opaque reasoning details and native tags remain in JSON/SSE artifacts. Some early or incomplete streams are reconstructed for the queryable text column, while source streams are preserved. Original scoring categories are copied where available, with their source stated; malformed output is not repaired. Diagnostic/preflight scores should not be interpreted as benchmark results.

archives/*.tar.gz contain sanitized source JSON, SSE streams, prompts, answers, tool records, logs, scripts and operational metadata. The artifact index locates every member. Credentials, private capability endpoints, private model-storage locations and local home/repository paths are redacted or normalized. Public checkpoint identity is preserved; source/export hashes document any changed bytes. Private access files and sandbox sentinel files are excluded. manifest.json records inventory, coverage, redaction counts and bundle checksums. exporter.py contains the export procedure; source traces remain unmodified.

from datasets import load_dataset
requests = load_dataset("eczech/cds-bench-pr-2-traces", "requests", split="all")
attempts = load_dataset("eczech/cds-bench-pr-2-traces", "attempts", split="all")

Both Snowball checkpoints have 67B total and 2B active parameters per token:

The latest snapshot adds a separately labeled one_shot_tool_followup: 58 fresh Snowball v0.1 pilot attempts with a generic arithmetic tool-use demonstration, plus one unscored preflight. These attempts are excluded from the original full comparison and original pilot ranking. The demonstration, exact API requests and source script are preserved in that collection.

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