Run on 10 October 2026 with the production configuration (primary model with a second-opinion review of doubtful answers). Expected codes are HS 2022 subheadings checked against the official nomenclature; where two codes are defensible both are accepted. Latency is end to end, including the review when it ran.
40 / 40 correctmedian 12 s5 answers reviewed by the larger model
| Product description (as sent) | Dest. | Expected | Returned | Confidence | Latency | Reviewed | |
|---|---|---|---|---|---|---|---|
| Men's T-shirt, 100% cotton, knitted jersey, short sleeves | FR | 6109.10 | 6109.10 | ✔ | 0.92 | 13 s | |
| Women's jeans, woven denim 98% cotton 2% elastane | DE | 6204.62 | 6204.62 | ✔ | 0.93 | 14 s | |
| Laptop computer 14-inch, Intel Core i7, 16 GB RAM, 512 GB SSD | US | 8471.30 | 8471.30 | ✔ | 0.92 | 13 s | |
| Smartphone 6.1-inch, 128 GB, 5G, unlocked | - | 8517.13 | 8517.13 | ✔ | 0.90 | 13 s | |
| Coffee mug, porcelain, 350 ml, white with printed logo | - | 6911.10 | 6911.10 | ✔ | 0.93 | 10 s | |
| Chef's kitchen knife, stainless steel fixed blade 20 cm, wooden handle | - | 8211.92 | 8211.92 | ✔ | 0.85 | 10 s | |
| Women's handbag, outer surface of genuine cow leather, with shoulder strap | - | 4202.21 | 4202.21 | ✔ | 0.93 | 12 s | |
| Roasted coffee beans, arabica, not decaffeinated, 1 kg bag | - | 0901.21 | 0901.21 | ✔ | 0.96 | 9 s | |
| Lithium-ion rechargeable battery pack 36 V 10 Ah for e-bike | - | 8507.60 | 8507.60 | ✔ | 0.88 | 11 s | |
| Dining table, solid oak wood, 180 x 90 cm, for dining room | - | 9403.60 | 9403.60 | ✔ | 0.93 | 8 s | |
| Folding umbrella with telescopic shaft, automatic open, polyester canopy | - | 6601.91 | 6601.91 | ✔ | 0.93 | 10 s | |
| Plastic building blocks construction toy set for children, 500 pieces | - | 9503.00 | 9503.00 | ✔ | 0.92 | 15 s | |
| Vitamin C 1000 mg tablets, dietary supplement, 90 tablets | - | 2106.90 or 3004.50 | 2106.90 | ✔ | 0.70 | 27 s | yes |
| Extra virgin olive oil, cold pressed, 1 L glass bottle | - | 1509.20 | 1509.20 | ✔ | 0.90 | 25 s | yes |
| Men's dress shoes, leather upper, rubber outer sole, not covering the ankle | GB | 6403.99 | 6403.99 | ✔ | 0.88 | 17 s | |
| Wireless Bluetooth over-ear headphones with microphone | - | 8518.30 | 8518.30 | ✔ | 0.86 | 12 s | |
| Photovoltaic solar panel module 400 W monocrystalline, assembled with frame and junction box | - | 8541.43 | 8541.43 | ✔ | 0.93 | 11 s | |
| Acetone 99.5% purity, 5 L can, laboratory solvent | - | 2914.11 | 2914.11 | ✔ | 0.95 | 8 s | |
| Hydrogen peroxide solution 35%, 1 L | - | 2847.00 | 2847.00 | ✔ | 0.88 | 24 s | yes |
| Consumer camera drone, quadcopter, 900 g take-off weight, remote controlled, with 4K camera | NL | 8806.22 | 8806.22 | ✔ | 0.72 | 29 s | yes |
| Spring-piston air rifle 4.5 mm calibre, for target shooting | - | 9304.00 | 9304.00 | ✔ | 0.93 | 11 s | |
| 9 mm Luger pistol cartridges, full metal jacket, box of 50, for sport shooting | - | 9306.30 | 9306.30 | ✔ | 0.93 | 10 s | |
| Bicycle, 21-speed, aluminium frame, non-motorised, 28-inch wheels | - | 8712.00 | 8712.00 | ✔ | 0.95 | 9 s | |
| Wet dog food in cans, chicken and rice, 12 x 400 g, retail pack | - | 2309.10 | 2309.10 | ✔ | 0.88 | 13 s | |
| Live orchid plants (Phalaenopsis) in pots, with roots | - | 0602.90 | 0602.90 | ✔ | 0.93 | 8 s | |
| Frozen Atlantic salmon fillets, skinless, 500 g vacuum pack | - | 0304.81 | 0304.81 | ✔ | 0.93 | 13 s | |
| LED light bulb E27 9 W warm white, 230 V | - | 8539.52 | 8539.52 | ✔ | 0.92 | 9 s | |
| Natural bee honey, 500 g glass jar | - | 0409.00 | 0409.00 | ✔ | 0.96 | 11 s | |
| Red wine, Bordeaux, 13% vol, 750 ml glass bottle | - | 2204.21 | 2204.21 | ✔ | 0.93 | 12 s | |
| Steel hex bolts M8 x 40 mm with nuts, zinc plated, box of 100 | - | 7318.15 | 7318.15 | ✔ | 0.93 | 13 s | |
| Bed sheet set, woven 100% cotton, printed floral pattern | IT | 6302.21 | 6302.21 | ✔ | 0.85 | 14 s | |
| Reusable plastic water bottle 750 ml, BPA-free Tritan, screw cap | - | 3924.10 | 3924.10 | ✔ | 0.75 | 26 s | yes |
| Microwave oven 800 W, 20 L, household, countertop | - | 8516.50 | 8516.50 | ✔ | 0.96 | 9 s | |
| Yoga mat, PVC foam, 183 x 61 cm, 6 mm thick, with carrying strap | - | 9506.91 or 3926.90 | 9506.91 | ✔ | 0.82 | 16 s | |
| Chaussettes pour hommes en coton tricoté, lot de 5 paires | FR | 6115.95 | 6115.95 | ✔ | 0.85 | 12 s | |
| Holzpuzzle für Kinder ab 3 Jahren, 24 Teile, Tiermotiv | - | 9503.00 | 9503.00 | ✔ | 0.92 | 12 s | |
| 不锈钢真空保温杯 500ml 双层保温 便携水杯 | - | 9617.00 | 9617.00 | ✔ | 0.92 | 14 s | |
| Gafas de sol unisex con lentes de plástico polarizadas y montura de acetato | - | 9004.10 | 9004.10 | ✔ | 0.93 | 12 s | |
| USB-C to USB-C charging cable 1 m, 100 W, with connectors | - | 8544.42 | 8544.42 | ✔ | 0.85 | 12 s | |
| Nitrile disposable examination gloves, powder-free, non-sterile, box of 100, medical use | US | 4015.12 | 4015.12 | ✔ | 0.88 | 16 s |
A benchmark of this size estimates accuracy to within about five points. The eval set and script are available on request.