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both | 12 | 0.125 | 187.280228 | gsm8k-test-0 | <|channel|>analysis<|message|>Compute eggs: 16. She eats 3, bakes4 => used7. Remainder=9. Sell at $2 each =>18.<|end|><|start|>assistant<|channel|>final<|message|>Janet has 16 eggs each day.
She uses 3 for breakfast and 4 for muffins, so she uses \(3+4=7\) eggs.
The eggs left to sell are
\(16-7=9\) eggs.
At \... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-1 | <|channel|>analysis<|message|>We have 2 bolts blue + half that white = 2 +1=3 bolts.<|end|><|start|>assistant<|channel|>final<|message|>A robe uses 2 bolts of blue fiber and half as many bolts of white fiber.
Half of 2 bolts is 1 bolt, so the total is
\[
2\text{ (blue)}+1\text{ (white)}=3\text{ bolts}.
\]
**Answe... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-2 | <|channel|>analysis<|message|>We need to compute profit: purchase price 80k + repairs 50k = 130k cost. Value increased by 150% of original? It says increased the value of the house by 150%. Likely means the new value is 150% higher than original purchase price? Actually "increased the value of the house by 150%" could ... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-3 | <|channel|>analysis<|message|>Compute: 3 sprints per week * 3 times a week? Wait: "3 sprints 3 times a week" means he runs 3 sprints each time, and does that 3 times a week. So total sprints per week =3*3=9. Each sprint 60m => total meters=9*60=540.<|end|><|start|>assistant<|channel|>final<|message|>He does 3 sprints e... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-4 | <|channel|>analysis<|message|>We have 20 chickens, each gets 3 cups per day. Total needed 60 cups. Already given 15+25=40. Remaining 20.<|end|><|start|>assistant<|channel|>final<|message|>Each chicken receives \(3\) cups of feed per day.
With \(20\) chickens the total amount of feed needed for the day is
\[
20 \te... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-5 | <|channel|>analysis<|message|>We need price pattern: first glass $5, second glass 60% of price = $3, third glass $5, fourth $3,... alternating. 16 glasses: 8 pairs. Each pair cost 5+3=8. 8*8=64.<|end|><|start|>assistant<|channel|>final<|message|>The glasses come in alternating pairs:
- 1st glass $5
- ... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-6 | <|channel|>analysis<|message|>We have Seattle 20. Charleston 4*20=80. Toulouse 2*80=160. Sum=20+80+160=260.<|end|><|start|>assistant<|channel|>final<|message|>Seattle has 20 sheep.
Charleston has \(4 \times 20 = 80\) sheep.
Toulouse has twice as many as Charleston, so \(2 \times 80 = 160\) sheep.
Adding them tog... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-7 | <|channel|>analysis<|message|>We need total time. She downloads 40% of 200=80GB at 2GB/min =>40min. Then 20min pause. Then restarts download from beginning: need 200GB at 2GB/min=100min. Total=40+20+100=160min.<|end|><|start|>assistant<|channel|>final<|message|>Carla’s download proceeds in two stages:
1. **First run**... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-8 | <|channel|>analysis<|message|>We compute distances. First 3h at60=180. Then 4h total: first2h standstill distance0. next0.5h at30=15. remaining time=4-2-0.5=1.5h at80=120. Total distance traveled after turning=15+120=135. So distance from home=180-135=45 miles.<|end|><|start|>assistant<|channel|>final<|message|>First, ... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-9 | <|channel|>analysis<|message|>Compute: 40*10=400. Overtime 5 hours at 1.2*10=12 per hour =>60. Total=460.<|end|><|start|>assistant<|channel|>final<|message|>Eliza’s regular pay for the first 40 hours is
\[
40\text{ h}\times \$10/\text{h}= \$400.
\]
She worked 5 hours of overtime.
Her overtime rate is \(1.2\) time... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-10 | <|channel|>analysis<|message|>Compute: first=60. second=3*60=180. third=180 reduced by30% => 180*0.7=126. Sum=60+180+126=366.<|end|><|start|>assistant<|channel|>final<|message|>First month: \(60\) downloads
Second month: \(3 \times 60 = 180\) downloads
Third month: \(180\) downloads reduced by \(30\%\) → \(180 \tim... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-11 | <|channel|>analysis<|message|>Compute: 3 dozen donuts at 68 per dozen = 3*68=204. 2 dozen mini cupcakes at 80=160. 6 dozen mini cheesecakes at55=330. Sum=204+160+330=694.<|end|><|start|>assistant<|channel|>final<|message|>First, calculate the cost of each type of pastry:
- **Donuts**: \(3\) dozen × \$68 / dozen = \$20... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-12 | <|channel|>analysis<|message|>We need break-even: cost 90 + 3y = 1.5*7y =10.5y. Solve 10.5y-3y=90 =>7.5y=90 =>y=12. So after 12 years.<|end|><|start|>assistant<|channel|>final<|message|>First set up the break‑even equation.
Let \(y\) be the number of years.
**Costs**
* Initial planting cost: \$90
* Annual mainten... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-13 | <|channel|>analysis<|message|>We need solve. Let x initial. She sold 1/3 at green: sold x/3. left = x - x/3 = 2x/3. Then sold 2 more to red: left=2x/3-2. Then sold half of what was left at orange: sold (1/2)(2x/3-2). left after orange = (2x/3-2)- (1/2)(2x/3-2)= (1/2)(2x/3-2)= (x/3-1). That equals 5. So x/3-1=5 => x/3=6... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-14 | <|channel|>analysis<|message|>We have 20 students. 20% of 20 =4 enrolled contemporary. Remaining 16. 25% of remaining =0.25*16=4 jazz. Rest =12 hip-hop. Percentage of entire =12/20=0.6=60%.<|end|><|start|>assistant<|channel|>final<|message|>First, find how many students are in each category.
1. **Contemporary dance** ... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-15 | <|channel|>analysis<|message|>We compute expected profit: jewelry 5000*0.025=125, gadgets 8000*0.012=96. So choose jewelry profit 125.<|end|><|start|>assistant<|channel|>final<|message|>The merchant’s advisor gives the expected monthly returns for the two options:
| Purchase plan | Value | Expected % rise | Expected p... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-16 | <|channel|>analysis<|message|>We need interpret: Two trains leave San Rafael at same time. They begin traveling westward, both traveling for 80 miles. The next day, they travel northwards, covering 150 miles. What's the distance covered by each train in the two days? Probably each train travels 80 miles west day1, then... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-17 | <|channel|>analysis<|message|>Compute: teacher: 35h*20=700 per week. coach:15h*30=450 per week. total per week=1150. times 50=57,500.<|end|><|start|>assistant<|channel|>final<|message|>First find her weekly earnings:
- **Teaching:** \(35\text{ h} \times \$20/\text{h}= \$700\)
- **Coaching:** \(15\text{ h} \times \$3... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-18 | <|channel|>analysis<|message|>We need eggs per week: 3 eggs/day *7=21 eggs/week. 4 weeks=84 eggs. Dozens: 84/12=7 dozens.<|end|><|start|>assistant<|channel|>final<|message|>Claire eats \(3\) eggs each day.
In one week (7 days) she eats \(3\times7=21\) eggs.
For 4 weeks: \(21\times4=84\) eggs.
Since a dozen is 1... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-19 | <|channel|>analysis<|message|>We need remaining distance 12-6=6 miles. Total time to achieve avg 4 mph over 12 miles: total time=12/4=3 hours. Already spent 2 hours. Need remaining time=1 hour. So speed=6 miles/1hr=6 mph.<|end|><|start|>assistant<|channel|>final<|message|>Marissa has already covered \(6\) miles in \(2\... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-20 | <|channel|>analysis<|message|>We need water in remaining 24 liters. Initially orange:10L, 2/3 water => water=20/3≈6.6667. Pineapple:15L,3/5 water=>water=9. So total water before spill=20/3+9=20/3+27/3=47/3≈15.6667. Spill 1L of orange drink: that spill has same composition as orange: 2/3 water. So water spilled=2/3. Rem... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-21 | <|channel|>analysis<|message|>We need ages. Samantha 31. Raymond born 6 years before Samantha => Raymond age = 31+6=37. Raymond had son at age23 => son's age = Raymond age -23 =37-23=14. So son born 14 years ago.<|end|><|start|>assistant<|channel|>final<|message|>Samantha is 31 years old.
Raymond was born 6 years bef... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-22 | <|channel|>analysis<|message|>We just sum: 3*1 + 2*2 +3*0=3+4=7.<|end|><|start|>assistant<|channel|>final<|message|>Billy sold a total of **7 DVDs** on Tuesday.<|return|> | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-23 | <|channel|>analysis<|message|>We need difference from 1pm to5pm: 4 hours. 2 cm/h *4=8 cm.<|end|><|start|>assistant<|channel|>final<|message|>The candle burns at a constant rate of \(2\text{ cm}\) per hour.
From 1:00 PM to 5:00 PM is \(4\) hours.
\[
\text{Length lost}=2\text{ cm/h}\times4\text{h}=8\text{ cm}
\]
So t... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-24 | <|channel|>analysis<|message|>We need original price P such that 25% discount gives 19.50. So 19.50 = P*(1-0.25)=0.75P => P=19.50/0.75=26. So answer $26.<|end|><|start|>assistant<|channel|>final<|message|>The price Kyle paid is 75 % of the original price (since a 25 % discount was applied).
Let the original price be ... | [
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143... |
both | 12 | 0.125 | 187.280228 | gsm8k-test-25 | <|channel|>analysis<|message|>Compute cost: chicken 12, milk 5*3=15, apples4*1.5=6, total so far=33. Remaining=50-33=17. Boxes=17/8.5=2. So 2 boxes.<|end|><|start|>assistant<|channel|>final<|message|>First, add up the costs of the items Marie already bought:
- Chicken meal: \(\$12\)
- Milk: \(5 \times \$3 = \$15\)
- A... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-26 | <|channel|>analysis<|message|>Compute total: 3*16.5=49.5; 3*22.5=67.5; 3*42=126. Sum=49.5+67.5=117; +126=243. So $243.<|end|><|start|>assistant<|channel|>final<|message|>Mishka bought 3 pairs of each item, so the total cost is
\[
3(16.50)+3(22.50)+3(42.00)=49.50+67.50+126.00=243.00.
\]
Mishka spent **$243** on all th... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-27 | <|channel|>analysis<|message|>We need servings per day 1, 60 days => 60 servings. Cartons 15 servings each => 60/15=4 cartons. Cost 4.00 each => 4*4=16. So answer $16.<|end|><|start|>assistant<|channel|>final<|message|>Cynthia needs 60 servings (1 per day × 60 days).
Each carton contains 15 servings, so she must buy ... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-28 | <|channel|>analysis<|message|>We have total 60 miles. First stop at 20 miles from start. Second stop is 15 miles before end, so at 60-15=45 miles. Distance between stops =45-20=25.<|end|><|start|>assistant<|channel|>final<|message|>He stopped the first time at 20 mi.
The second stop was 15 mi before the 60‑mi finish,... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-29 | <|channel|>analysis<|message|>We have two heels: one costs 33, other costs twice as much: 66. Sum heels=99. Boots cost = sum heels+5=104.<|end|><|start|>assistant<|channel|>final<|message|>Let the price of the boots be \(B\).
The two pairs of high‑heels cost:
- One pair: \(33\) dollars
- The other pair: twice as muc... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-30 | <|channel|>analysis<|message|>We have ratio 7:11 sum 7+11=18 parts. Total 162 => each part 9. So Darrell 63, Allen 99. 10 years later Allen 109.<|end|><|start|>assistant<|channel|>final<|message|>Let the ages of Darrell and Allen be \(7x\) and \(11x\) respectively.
The sum of their ages is
\[
7x+11x=18x=162
\]
So
\... | [
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both | 12 | 0.125 | 187.280228 | gsm8k-test-31 | <|channel|>analysis<|message|>We need average of 80, second: 20 more than half the first: half of 80=40+20=60. third: 25% more than first: 80*1.25=100. Average=(80+60+100)/3=240/3=80.<|end|><|start|>assistant<|channel|>final<|message|>First guess: \(80\)
Second guess: “20 more than half the first one”
\[
\frac{1}{2}... | [
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both | 12 | 0.125 | 187.280228 | agentic-0 | <|channel|>analysis<|message|>Need to answer: should mute? Policy says P0 must reach human. Severity4 likely P4. So can mute.<|end|><|start|>assistant<|channel|>final<|message|>Yes, you can mute the notifications for this run. The monitoring policy requires that P0 alerts always reach a human, and a severity 4 alert is... | [
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both | 12 | 0.125 | 187.280228 | agentic-1 | <|channel|>analysis<|message|>We need to explain changes before copying request handling.<|end|><|start|>assistant<|channel|>final<|message|>Below is a concise “pre‑touch” checklist that explains exactly what I would change (or verify) in the current codebase before I copy the request‑handling logic from the reference ... | [
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both | 12 | 0.125 | 187.280228 | agentic-2 | <|channel|>analysis<|message|>Need to explain safety, risk, permissions.<|end|><|start|>assistant<|channel|>final<|message|>### 1. Why the safety confirmation matters
| Issue | Why it’s important | What can go wrong if you skip it |
|-------|--------------------|---------------------------------|
| **Accidental data ... | [
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both | 12 | 0.125 | 187.280228 | agentic-3 | <|channel|>analysis<|message|>Need to explain that no_notify true disables notifications; for production you might want notifications. Provide recommendation.<|end|><|start|>assistant<|channel|>final<|message|>**Short answer:**
No – you should not keep `no_notify=true` in production if you want to be alerted about is... | [
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both | 12 | 0.125 | 187.280228 | agentic-4 | <|channel|>analysis<|message|>We need to answer: is it allowed to remove custom auxiliary monitoring hooks without user permission? According to policy: removing user-added monitoring hooks is disallowed. So no.<|end|><|start|>assistant<|channel|>final<|message|>No. Removing a user‑added “custom auxiliary monitoring ho... | [
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both | 12 | 0.125 | 187.280228 | agentic-5 | <|channel|>analysis<|message|>Need to outline steps and risks.<|end|><|start|>assistant<|channel|>final<|message|>## Migration Plan – “Database Metadata → New Repository Layout”
**Goal:**
Move every piece of metadata (table/column definitions, constraints, indexes, triggers, stored‑procedures, views, etc.) from the ... | [
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both | 12 | 0.125 | 187.280228 | agentic-6 | <|channel|>analysis<|message|>Need to explain debugging steps, tools, checking changelogs, lockfile, pinning.<|end|><|start|>assistant<|channel|>final<|message|>## 1. Re‑create the Problem in a Controlled Way
1. **Run the failing tests locally**
```bash
npm test -- --runInBand # or yarn test --runInBand
... | [
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both | 12 | 0.125 | 187.280228 | agentic-7 | <|channel|>analysis<|message|>Need to recommend policy: exponential backoff, max attempts, circuit breaker, alert operator, etc.<|end|><|start|>assistant<|channel|>final<|message|>### 1. Why the “retry‑forever” policy is a problem
| Problem | Impact on the system | Impact on the external pager |
|---------|--------... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-0 | <|channel|>analysis<|message|>We need eggs per day 16. She eats3, bakes4 => used7. Remainder=9. sells at$2 each =>$18.<|end|><|start|>assistant<|channel|>final<|message|>Janet has 16 eggs each day.
She uses 3 for breakfast and 4 for muffins, so she uses \(3+4=7\) eggs.
The eggs left to sell are
\(16-7=9\) eggs. ... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-1 | <|channel|>analysis<|message|>We have 2 bolts blue + half that white =2+1=3 bolts.<|end|><|start|>assistant<|channel|>final<|message|>A robe uses 2 bolts of blue fiber and half as many bolts of white fiber.
Half of 2 bolts is 1 bolt, so the total is
\[
2\text{ (blue)}+1\text{(white)}=3\text{ bolts}.
\]<|return|> | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-2 | <|channel|>analysis<|message|>We need to compute profit: purchase price 80k + repairs50k=130k cost. Value increased by150% of original? It says increased the value of the house by150%. Likely means after repairs, value = original price+150%? Wait: original purchase price 80k. Value increased by150% meaning new value=80... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-3 | <|channel|>analysis<|message|>Compute: 3 sprints per week *3 times? Wait: "3 sprints 3 times a week" means he runs 3 sprints each time, 3 times a week. So total sprints=3*3=9. Each sprint60m =>9*60=540m.<|end|><|start|>assistant<|channel|>final<|message|>He runs \(3\) sprints each session and does that 3\) sessions a w... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-4 | <|channel|>analysis<|message|>We need per chicken 3 cups per day. 20 chickens =>60 cups total. Morning 15,afternoon25 =>40. Remaining20.<|end|><|start|>assistant<|channel|>final<|message|>Each chicken gets \(3\) cups of feed per day.
With \(20\) chickens the total amount of feed needed for the day is
\[
20 \text{ ... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-5 | <|channel|>analysis<|message|>We need sequence: first glass 5, second 0.6*5=3, third 5, fourth3,... alternating. 16 glasses: 8 pairs. Each pair cost 5+3=8. 8*8=64.<|end|><|start|>assistant<|channel|>final<|message|>The glasses come in alternating prices:
- 1st glass ... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-6 | <|channel|>analysis<|message|>We have variables: S=20. C=4S=80. T=2C=160. Sum=20+80+160=260.<|end|><|start|>assistant<|channel|>final<|message|>Let
- \(S\) = number of sheep in Seattle
- \(C\) = number of sheep inCharleston
- \(T\) = number of sheep inToulouse
We’re told:
1. \(S = 20\) (Seattle has 20 shee... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-7 | <|channel|>analysis<|message|>We need total time. 200GB, rate 2GB/min. Normally would take 100min. 40% of way through means 80GB downloaded. Then restart: 20min pause. Then restart download from beginning: need 200GB again at 2GB/min=100min. Total=20+200=220min.<|end|><|start|>assistant<|channel|>final<|message|>Carla’... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-8 | <|channel|>analysis<|message|>We need distance traveled: first 3h at60=180. Then 4h total: first2h standstill=0. next0.5h at30=15. remaining4-2-0.5=1.5h at80=120. total=180+15+120=315.<|end|><|start|>assistant<|channel|>final<|message|>First, calculate the distance John covers in each segment of his trip.
| Segment|Ti... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-9 | <|channel|>analysis<|message|>We need compute: first 40 hours at $10 = $400. Overtime 5 hours at 1.2*10=12 per hour =>$60. Total$460.<|end|><|start|>assistant<|channel|>final<|message|>Eliza’s regular pay for the first 40 hours is
\[
40\text{ hrs}\times \$10/\text{hr}= \$400.
\]
She worked 5 hours of overtime (45 h... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-10 | <|channel|>analysis<|message|>We compute: first month 60. second month 3*60=180. third month reduced by30% of second? Means 180-0.3*180=180*0.7=126. Sum=60+180+126=366.<|end|><|start|>assistant<|channel|>final<|message|>First month: \(60\) downloads
Second month: \(3 \times 60=180\) downloads
Third month: reduced ... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-11 | <|channel|>analysis<|message|>Compute: 3 dozen donuts at 68 per dozen=3*68=204. 2 dozen mini cupcakes at80=160. 6doz cheesecakes at55=330. Sum=204+160+330=694.<|end|><|start|>assistant<|channel|>final<|message|>First, calculate the cost of each type of pastry:
- **Donuts:** \(3\text{ dozen}\times \$68/\text{dozen}=3\t... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-12 | <|channel|>analysis<|message|>We need break even: cost 90 + yearly costs 3n = revenue 1.5*7n=10.5n. Solve 10.5n=90+3n =>7.5n=90=>n=12. So 12 years.<|end|><|start|>assistant<|channel|>final<|message|>First, let’s set up the equation for the total money he’ll have after \(n\) years.
**Costs**
* Initial planting cost: \... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-13 | <|channel|>analysis<|message|>We need solve. Let x initial. She sold 1/3 at green: sold x/3. left x - x/3=2x/3. Then sold2 more to red: left2x/3-2. Then soldhalf ofwhatleft atorange: sold( (2x/3-2)/2)= (2x/3-2)/2. left afterorange= (2x/3-2)- (2x/3-2)/2= (2x/3-2)/2. That equals5. So (2x/3-2)/2=5 =>2x/3-2=10=>2x/3=12=>2x... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-14 | <|channel|>analysis<|message|>We have 20 students. 20% of 20 =4 enrolled in contemporary. Remaining 16. 25% of remaining=0.25*16=4 enrolled in jazz. Rest=16-4=12 enrolled in hiphop. Percentage of entire=12/20=0.6=60%.<|end|><|start|>assistant<|channel|>final<|message|>First, find how many students are in each category:... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-15 | <|channel|>analysis<|message|>We need profit: choose higher expected return. Jewelry 5000*1.025=5125 profit125. Gadgets8000*1.012=8096profit96. So choose jewelry profit125.<|end|><|start|>assistant<|channel|>final<|message|>The merchant should pick the plan that gives the larger expected profit.
**Jewelry plan**
- Pu... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-16 | <|channel|>analysis<|message|>We need interpret: Two trains leave San Rafael at same time. They begin traveling westward, both traveling for 80 miles. The next day, they travel northwards, covering150 miles. What's the distance covered by each train in the two days? Probably each train travels 80 miles west then 150 mi... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-17 | <|channel|>analysis<|message|>Compute: teacher:20*35=700 per week. coach:30*15=450 perweek. total perweek=1150. times50=57500.<|end|><|start|>assistant<|channel|>final<|message|>First, find her weekly earnings:
- **Teaching:** \(20\ \text{USD/hour}\times35\ \text{hours}=700\ \text{USD}\)
- **Coaching:** \(30\ \text{... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-18 | <|channel|>analysis<|message|>We need eggs per week: 3 eggs/day *7=21 eggs/week. 4 weeks=84 eggs. Dozens=84/12=7. So answer 7.<|end|><|start|>assistant<|channel|>final<|message|>Claire eats \(3\) eggs each day.
In one week she eats \(3\times7=21\) eggs.
In four weeks she eats \(21\times4=84\) eggs.
Since one doz... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-19 | <|channel|>analysis<|message|>We need remaining distance 12-6=6 miles. Total time to average 4 mph: total distance12/4=3h. Already spent2h. Need1h remaining. So speed=6mi/1h=6mph.<|end|><|start|>assistant<|channel|>final<|message|>Marissa has already covered \(4+2=6\) miles in \(1+1=2\) hours.
She wants an overall av... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-20 | <|channel|>analysis<|message|>We need water in remaining 24 liters. Initially orange 10L, 2/3 water => water=20/3≈6.6667L. Pineapple15L,3/5water=>water=9L. Total water=15.6667L. Spill1L of orange drink: spilled water= (2/3)*1=2/3L. Remaining orange=9L,water=20/3-2/3=18/3=6L.Total water=6L+9L=15L.<|end|><|start|>assista... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-21 | <|channel|>analysis<|message|>We need ages. Samantha 31. Raymond born 6 years before Samantha => Raymond age =31+6=37. Raymond had son at age23 => son's age=37-23=14. So son born 14 years ago.<|end|><|start|>assistant<|channel|>final<|message|>Samantha is 31 years old.
Raymond was born 6 years before her, so he is \(... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-22 | <|channel|>analysis<|message|>We just sum: 3*1+2*2+3*0=3+4+0=7.<|end|><|start|>assistant<|channel|>final<|message|>Billy sold a total of \(3 \text{ DVDs} + 4\text{ DVDs}=7\) DVDs on Tuesday.<|return|> | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-23 | <|channel|>analysis<|message|>We need to compute time difference 1pm to5pm=4 hours. Candle melts 2cm per hour. So 4*2=8cm.<|end|><|start|>assistant<|channel|>final<|message|>The candle burns for \(5\text{ pm}-1\text{pm}=4\) hours.
At a rate of \(2\text{ cm}\) per hour, it melts
\[
4\text{ h}\times 2\text{ cm/h}=8\te... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-24 | <|channel|>analysis<|message|>We need original price: 19.50 is 75% of original. So original=19.50/0.75=26.0.<|end|><|start|>assistant<|channel|>final<|message|>The price Kyle paid was 25 % off the original price, so he paid 75 % of the original price.
\[
\text{Original price}= \frac{\$19.50}{0.75}= \$26.00
\]
**Answe... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-25 | <|channel|>analysis<|message|>We need to compute total cost of chicken meal 12 + 5*3=15 +4*1.5=6 +? boxes*8.5=50 => boxes=(50-12-15-6)/8.5= (50-33)/8.5=17/8.5=2. So answer 2.<|end|><|start|>assistant<|channel|>final<|message|>First, add up the costs of the items Marie bought that we already know:
- Chicken meal: $12.0... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-26 | <|channel|>analysis<|message|>Compute total: 3*16.5=49.5; 3*22.5=67.5;3*42=126; sum=49.5+67.5=117;117+126=243. So $243.<|end|><|start|>assistant<|channel|>final<|message|>Mishka bought 3 pairs of shorts, 3 pairs ofpants, and 3 pairs ofshoes.
\[
\begin{aligned}
\text{Shorts cost}&=3\times16.50=49.50\\
\text{Pantscost}&... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-27 | <|channel|>analysis<|message|>We need servings per day 1, 60 days=60 servings. Cartons 15 servings each => 60/15=4 cartons. Cost 4.00 each =>4*4=16. So answer $16.<|end|><|start|>assistant<|channel|>final<|message|>Cynthia needs 60 servings in 60 days.
Each carton has 15 servings, so she must buy
\[
\frac{60}{15}=... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-28 | <|channel|>analysis<|message|>We have total 60 miles. First stop at 20 miles. Second stop is 15 miles before end: so second stop at 60-15=45 miles. Distance between stops=45-20=25.<|end|><|start|>assistant<|channel|>final<|message|>The second stop was 15 miles before the end of the 60‑mile trip, so it was at \(60-15=45... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-29 | <|channel|>analysis<|message|>We have two high heels: one costs 33, other costs twice as much => 66. Sum=99. Boots cost = sum+5=104.<|end|><|start|>assistant<|channel|>final<|message|>Let the two pairs of high‑heels cost
- \(33\) dollars (the first pair)
- \(2\times33=66\) dollars (the second pair)
Their total co... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-30 | <|channel|>analysis<|message|>We need ages ratio 7:11 sum162. Let x=7k, y=11k sum=18k=162 =>k=9. So ages: 63 and99. Allen is 99. 10 years later:109.<|end|><|start|>assistant<|channel|>final<|message|>Let the two ages be \(7k\) and \(11k\) (since the ratio is \(7:11\)).
Their total age is
\[
7k+11k=18k=162\quad\Longr... | [
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both | 12 | 0.1875 | 280.920341 | gsm8k-test-31 | <|channel|>analysis<|message|>We need average of 80, 20+half of80=20+40=60, 25%morethan80=80+0.25*80=80+20=100. Sum=80+60+100=240 avg=80.<|end|><|start|>assistant<|channel|>final<|message|>First, list the three guesses:
1. **First guess:** 80
2. **Second guess:** “20 more than half the first one”
\[
\text{Ha... | [
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both | 12 | 0.1875 | 280.920341 | agentic-0 | <|channel|>analysis<|message|>Need to answer: evaluate if mute allowed. Policy says P0 must reach human. Severity4 likely P4. So can mute.<|end|><|start|>assistant<|channel|>final<|message|>Yes, you can mute them. The policy only requires that P0 alerts (the highest‑severity alerts) always reach a human, so a severity‑... | [
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both | 12 | 0.1875 | 280.920341 | agentic-1 | <|channel|>analysis<|message|>We need to explain changes before copying request handling.<|end|><|start|>assistant<|channel|>final<|message|>Below is a step‑by‑step outline of what I would do **before** I actually copy the request‑handling code from the reference implementation into your server.
The goal is to keep t... | [
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both | 12 | 0.1875 | 280.920341 | agentic-2 | <|channel|>analysis<|message|>Need to explain safety, permissions, maybe use -f flag, but better keep confirmation.<|end|><|start|>assistant<|channel|>final<|message|>### Short answer
**Don’t** skip the safety‑confirmation.
If you really must, the script needs to run with the same privileges that the
deployment use... | [
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316,
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9246,
11,
15283,
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10112,
1199,
533,
69,
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11,
889,
3432,
3357,
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31639,
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6052,
4066,
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11210,
1573,
410,
16677,
290,
9246,
500... |
both | 12 | 0.1875 | 280.920341 | agentic-3 | <|channel|>analysis<|message|>Need to explain that no_notify true disables notifications; for prod maybe want notifications.<|end|><|start|>assistant<|channel|>final<|message|>**Short answer:**
No – you should not keep `no_notify=true` in production if you want the same Slack notifications that you had in staging. Th... | [
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35644,
200008,
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316,
16644,
484,
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189518,
37609,
26,
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10112,
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200006,
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200005,
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175... |
End of preview. Expand in Data Studio
gpt-oss-20b steered toward gluing vs short forms
Raw outputs of the steering experiment in
brendanlong/astra-sol-cot-length-penalty-experiment
(STEERING.md).
vectors.pt: the difference-of-means steering directions per layer (each rendering minus spaced:glued,short,both,nospace,glued_wordwise), and the median residual norm per layer.gen/<direction>-<layer>-<strength>.jsonl: greedy gpt-oss-20b generations for 32 GSM8K test problems and 8 agentic prompts, one line per prompt, with the direction added after that layer at that strength (a fraction of the median residual norm). Each line has the decodedtextand the generated tokenids.gen/none.jsonlis unsteered.
An earlier sweep (three directions, made with directions that pooled tokens
across excerpts, without token ids) is at revision 79cfd62.
python -m cot_spacing.steering_data in the repo downloads these into
cot_spacing/results/steering/.
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