Supervised Fine-Tuning (SFT)

Scenario 1: Inconsistent response format

Gear specification responses vary unpredictably — sometimes vague, sometimes detailed. Coherence and Fluency scores fall below threshold.

Your task

SFT requires labeled examples: each example pairs a prompt with the complete, desired response. Select the 3 samples from the dataset below that are valid SFT training examples for teaching the Adventure Works gear specification format.

Labeled Example
User What's the best 3-season tent for solo backpacking under $400?
Agent Black Diamond Hilight 2P | Weight: 1.36 kg | Poles: 7001 aluminum | Season: 3 | Floor: 70D ripstop nylon | Price: $379.95 | Stock: Denver (3), Boulder (1), Aspen (online only) | Complements: BD Distance Z sleeping bag, footprint add-on
Labeled Example
User Compare Merrell Moab 3 vs Salomon X Ultra 4 for rocky trails.
Agent Merrell Moab 3 GTX | Sole: Vibram TC5+ | Weight: 910 g | Waterproof: Yes | $159.95 | Stock: Denver (6)
Salomon X Ultra 4 GTX | Sole: Contagrip MA | Weight: 820 g | Waterproof: Yes | $189.95 | Stock: Boulder (4) | Recommendation: Salomon for technical terrain; Merrell for all-day comfort.
Labeled Example
User What gear do I need for a full-day summer hike in Rocky Mountain National Park?
Agent Pack: Osprey Stratos 24 | 24L | 1.25 kg | $160 | Denver (5)
Shoes: Salomon X Ultra 4 GTX | $189.95 | Boulder (4)
Hydration: Platypus 2L reservoir | $35 | All locations
Poles: Black Diamond Trail Ergo | $79.95 | Denver (3)
Complements: sun hoody, electrolyte tabs
Labeled Example
User Best rain jacket for hiking?
Agent We have some great rain jacket options in store! The Arc'teryx jackets are really popular with customers and work great in all kinds of weather. Come check out our selection!
Incomplete Example
User What trekking poles would you recommend for a multi-day trail?
Missing No agent response recorded for this interaction.
Preference Pair
User Is the Cascade Mountain safe for beginners?
Preferred The Cascade involves some exposed sections — doable for beginners with proper footwear and a clear weather window...
Rejected Cascade Mountain is extremely dangerous and not recommended for beginners under any circumstances.
Labeled Example
User What's the trail difficulty rating for the Maroon Bells loop?
Agent The Maroon Bells–Snowmass Wilderness loop is rated moderate to strenuous. The full Four Pass Loop covers approximately 64 km with 2,400 m of elevation gain and is typically completed over 4–5 days.
Labeled Example
User Tell me about the MSR Hubba Hubba NX tent.
Agent MSR Hubba Hubba NX | Weight: 1.72 kg | Poles: DAC Featherlite NSL | Season rating: 3 | Floor material: 30D ripstop nylon
Prompt + Grader
User Plan a 3-day hiking trip for two people: moderate fitness, $200 gear rental budget, late September in the Rockies.
Grader Score 1 point each: all constraints addressed (1), gear within budget (1), seasonal conditions considered (1), safety notes included (1). Max: 4.
0 of 3 examples selected

Select exactly 3 valid SFT labeled examples from the dataset above.