AUTORESEARCH ARENA / RESEARCH DESK

NAME THAT LLM / TERMINAL

10 NOVEMBER 2026 · EVIDENCE SNAPSHOT
DAILY ARCHIVE ↗RUNBOOK ↗
● SNAPSHOT MODE / NOT A LIVE BILL · Published 2026-11-10T23:02:21.372764+00:00Evidence 2026-11-10T23:02:15.577217+00:00 · Board 15:32 EST / 20:32 UTC
$8.585Observed · provisional
0.682Public leaderboard
185of 5,391 teams
0.765Same ranked snapshot
-0.083Balanced accuracy
18:00Daily · America/New_York

01 / Capital ledger

USD · FAILED ATTEMPTS INCLUDED ONCE
Campaign / itemObserved $As ofBilling stateSource
Qwen one-pass model4.85614:05 ESTCompleted; provisional invoice rowsReceipt ↗
Qwen failed hosts0.89914:05 ESTTwo failures included, not added againReceipt ↗
Qwen three-pass run2.29214:05 ESTCached accumulating invoice; later charges unknown, not freshly observedReceipt ↗
GLM CUDA pilot0.53814:25 ESTFour attempts; rentals destroyed; provisionalReceipt ↗
QWEN LIMIT$8.047 / $24
GLM LIMIT$0.538 / $10
Cached invoices: Qwen 14:05 EST; GLM 14:25 EST. Later Qwen charges and settlement unknown. Limits are separate; not available account balances.

02 / Scored result tape

PUBLIC LEADERBOARD / NOT VALIDATION
EntryScoreDateSource
Previous public ensemble0.65127 OctReceipt ↗
Public reproduction0.68110 NovReceipt ↗
Matched public-only control0.68210 NovReceipt ↗
Matched additions / vs 0.682 public control
MemberScoreΔ
+10% old Qwen0.678-0.004
+10% tokenizer0.675-0.007
+ token and byte0.669-0.013
Scored progression / zero-to-one scale
+0.031
Token + byte scored 0.669 at 16:13 EST / 21:13 UTC. Best remains 0.682. Public 0.683 control, full-pool and mixed candidates have no hidden score.

03 / Experiment blotter

NAMED BASELINES · SOURCE RECEIPTS · MEASURED OUTCOMES
#ExperimentEvidence typeResultBaseline → scoreInterpretation / limitsSource
01Full-pool Qwenvalidation+3.37 pp0.587169 → 0.620882Standalone: five prompt folds, one seed. Trainer and exposure changed together.Receipt ↗
02Mistral diversity leadvalidation+1.78 pp0.622322 → 0.640127Older full-stack reference, cross-fitted blend weight; author-supplied predictions, not fully nested. Own full training staged.Receipt ↗
03OLMo diversity leadvalidation+0.89 pp0.622322 → 0.631228Same older reference; author-supplied predictions and cross-fitted weight. Interval crosses zero; own weights not reproduced.Receipt ↗
04Liquid frozen encodervalidation−0.74 pp0.543060 → 0.5356505% blend on old public reference; exact checkpoint and all 2,699 rows. Full-backbone training is a separate experiment.Receipt ↗
05Pruned GLMengineeringCUDA works—45 layers, 62 exact shard hashes. Three passages at 0.743–0.794 seconds; 36.80 GiB peak reserved. First eight experts, not calibrated. No classifier accuracy yet.Receipt ↗
06Qwen three-passprogress14,000 / 44,851—Latest received recovery recorded in current main queue: step 14,000. Remote process not checked by reporting task; no completed validation score.Receipt ↗
07Liquid supervised encodervalidation+0.56 pp0.543060 → 0.548615Seed 29, five prompt folds, explored 5% blend on older public reference. Not a board score or three-seed result. Seed 43 first fold positive; local queue process verified alive at daily review, seed 43 fold 2 logged started.Receipt ↗

04 / Next bets

RESEARCH QUEUE / NOT NEW SPEND AUTHORIZATION
  1. 01Score matched 0.683 control and full-pool Qwen when capacity permits.
  2. 02Verify full-inference Gemini / Mistral candidates; previews are not scores.
  3. 03Prove GLM on dual T4, then calibrate experts on competition prose.
  4. 04Finish Liquid seeds and verify creative specialist weights.

05 / Accounting & evidence notes

READ THE TIMESTAMPS

Selected current rental campaigns and research results — not an all-time account reconciliation.

Separate historical API usage: $6.9033 + $0.1963 reserve. Receipt ↗

Basis, exclusions & comparison limits

Separate historical API project; not included in the rental subtotal. Earlier pilot, local electricity, subscriptions, free Kaggle quota and other older rentals are not reconciled here.

  • Percentage-point validation gains use different named baselines. Never add them or compare them with leaderboard gains.
  • Validation shares explored on shared prompts; public-model training exposure not independently established.
  • No all-time spend total is claimed. Historical API usage is separate; other older work is not reconciled.
  • Project budget caps are separate limits, not money spent or a fungible account balance.
  • Daily review: token-plus-byte failed to improve: 0.669 versus 0.682 (receipt 16:13 EST); rank remains cached at 15:32 EST.
  • Creative collection saved receipts as of 2026-11-10T23:00:18.157862+00:00: returned usage $6.051409, unknown-charge reserve $0.175014, separate $10 cap. Includes failed attempts; not in rental subtotal and not a settled invoice. See reports/scorecard/creative-usage.json.
  • Creative GLM/Kimi lipogram: +0.000738 at 30% within-family blend on older reference, three-seed mean; bootstrap interval crosses zero. All-creative +0.000368; standalone declined. Not a leaderboard gain.
  • Generated Gemini: +0.001481; GLM/Kimi: +0.000373 at 30% within-family on older reference. Gemini standalone fell 0.015. Validation only; full ensemble candidates remain unscored.
  • Evidence source gap: remote Qwen/creative process state and fresh provider invoices were not queried. Saved receipts and current main reviewed; no Kaggle requests.