candidate_id stringlengths 28 28 | partition stringclasses 1
value | positive_items listlengths 3 7 | prompt_optimizer_exposure stringclasses 3
values | query stringlengths 120 331 |
|---|---|---|---|---|
dev-000be754aadbdea42dd3e6a3 | agent_dev | [
"B0BLJWTB36",
"B09B45DLQG",
"B09RN7GR8F"
] | unseen_in_prompt_optimizer | I’m setting up a compact home music-production station for composing melodies, recording vocals and instruments, connecting multiple studio devices, and monitoring detailed mixes privately through headphones. |
dev-000dee6b1f217cc8571b9d82 | agent_dev | [
"B00KMA0R38",
"B07MZYNZ1C",
"B0BT9R8MMV"
] | prompt_optimizer_tune | I'm setting up a portable electronic keyboard station for practicing and small performances, and need a sturdy adjustable stand, a comfortable height-adjustable seat, and piano-style sustain control that travels easily. |
dev-00111390e756c70296e174b0 | agent_dev | [
"B075VHF7DQ",
"B00ZEKBDXY",
"B09MMT45P1",
"B0C4XQ496G"
] | unseen_in_prompt_optimizer | I’m organizing a small live presentation with two speakers and background audio, and need a portable sound setup, a stable elevated stand for my laptop, microphone support, and the necessary XLR connection for easy transport. |
dev-00244870148a7d63e60fd0d7 | agent_dev | [
"B01AAX6KGY",
"B079SYCBJ4",
"B0B8Z34Y9M"
] | unseen_in_prompt_optimizer | I’m getting my Jazz Bass ready for rehearsals and gigs: I need a secure place to keep it upright at home, a protective hard case for transport, and replacement black control knobs to finish the repair. |
dev-006fb5dd8194e9d8b0d164be | agent_dev | [
"B0BCXRJCL2",
"B0821P83KW",
"B00N4ZHQ14"
] | unseen_in_prompt_optimizer | I’m preparing for a guitar-and-bass rehearsal and need an easy way to change guitar keys, a dependable instrument connection for my electric setup, and an accurate clip-on tuner suited to low-string instruments. |
dev-00dbce62f4ad4bd0b7c81f7b | agent_dev | [
"B0002F761Y",
"B09HCRTKL4",
"B0B962GTW6"
] | unseen_in_prompt_optimizer | I’m restoring my acoustic drum kit and need dependable floor-tom footing, a responsive replacement snare setup, and a warm, durable 10-inch rack-tom head. |
dev-0112e9bce66e26df363239ce | agent_dev | [
"B00EL2LUNO",
"B000EEHC0I",
"B00AHAFMCO",
"B0771PMLFX",
"B0BKZ22NHL"
] | unseen_in_prompt_optimizer | I’m preparing my drum setup for a small live percussion performance and need reliable sticks, precise drumhead tuning, a controlled crash sound, accessible space for hand percussion, and padded tom protection during transport. |
dev-011c16a3122534ee444b9f65 | agent_dev | [
"B005F1N812",
"B092LF6RLS",
"B07NSWD8BR"
] | unseen_in_prompt_optimizer | I’m setting up a small live performance and recording rig: I need a long audio connection, a coiled connection for a boom microphone, and an adjustable stand for elevating a PA speaker. |
dev-014bdd2200045dd7a7a0e2bc | agent_dev | [
"B07C5G6X1V",
"B00KDO28B2",
"B095XZJ99J",
"B07D5W5X3Z"
] | prompt_optimizer_holdout | I’m preparing a metal-band rehearsal and need high-gain guitar tones, fresh strings for both guitar and bass, and passive full-range speakers for amplified sound. |
dev-014e4db2803ad1390fc76afe | agent_dev | [
"B08T2MDRWW",
"B093YLCJVH",
"B00LMC1FW2"
] | prompt_optimizer_holdout | I’m setting up a comfortable home practice station for learning piano, with a portable 61-key instrument, supportive seating, and a piano-style sustain pedal for realistic playing. |
dev-017727c9b7e1420e198e70c7 | agent_dev | [
"B07PQFCBF7",
"B07BQC3Y9X",
"B00XUYCXG2",
"B001TOI5QM"
] | prompt_optimizer_tune | I’m preparing for outdoor trumpet performances and need a practical setup to protect and carry my instrument, organize lots of sheet music, quickly flip through repertoire, and keep pages secure and readable on a music stand in windy conditions. |
dev-01a658b444aae2f4db79e120 | agent_dev | [
"B00315D0E4",
"B00AV37F3G",
"B0179A4ILK"
] | unseen_in_prompt_optimizer | I’m getting my guitar ready for regular gigs and want a durable new shoulder strap, a simple way to keep it securely attached, and proper cutters for changing and trimming strings. |
dev-01e75e55a359a58391d5124a | agent_dev | [
"B07YK57N2M",
"B095XZJ99J",
"B0B8F6LD9F",
"B013ZHK4DM"
] | unseen_in_prompt_optimizer | I’m restoring an electric guitar and need to smooth sharp fret ends, measure and set the action accurately, protect my setup gauge, install fresh medium-gauge strings, and rewire the controls with vintage-style cloth-covered wire. |
dev-0221200cf2c4731eeab9f2bf | agent_dev | [
"B07D5W5X3Z",
"B008TNAI0M",
"B0037BS73Q"
] | unseen_in_prompt_optimizer | I’m refreshing my four-string bass setup with long-scale strings, replacement control knobs, and a compact reverb pedal for a more spacious live sound. |
dev-022d8db038423ac6651069d2 | agent_dev | [
"B09HCVLH2K",
"B07YJZGP5X",
"B003USERJE",
"B00EL26BLA"
] | unseen_in_prompt_optimizer | I’m refreshing my drum kit for tighter, faster kick response, a focused 16-inch tom sound, and a controlled crash accent, while adding a compact low-position stand for close-to-the-floor gear during rehearsals and recording. |
dev-02660ef4306195590d83a429 | agent_dev | [
"B009ST2732",
"B01DE4DPSC",
"B08JMQR2JK"
] | unseen_in_prompt_optimizer | I’m preparing a small guitar rehearsal setup and need secure storage for several instruments, replacement 42mm slotted nuts for two guitars, and a dependable 15-foot cable for connecting one. |
dev-02b2905b9066c3e67a7c7439 | agent_dev | [
"B0BXT1HLRD",
"B07KH5BPW1",
"B0BY6P4RRY"
] | unseen_in_prompt_optimizer | I’m getting a right-handed acoustic-electric guitar ready for regular playing and want to adjust the neck, bridge, and nut while adding scratch protection around the picking area. |
dev-02be55d562254843ff12e429 | agent_dev | [
"B07DWLYGKH",
"B071RL22PZ",
"B0BPLFP5P6"
] | prompt_optimizer_holdout | I’m restringing my 12-string acoustic guitar and getting it ready for practice; I need coated bronze acoustic strings, a reliable clip-on tuner, and a capo that handles the extra strings so I can change keys without retuning. |
dev-02f9107a5593adf7231dea67 | agent_dev | [
"B079HP2PFK",
"B08BSFDY99",
"B00IFOTSJW"
] | unseen_in_prompt_optimizer | I’m setting up a small home guitar practice area where I can safely display several acoustic, electric, or bass guitars, keep assorted picks handy for experimenting, and tune quickly before rehearsing or playing. |
dev-031fa8b434cb4b68e5a1ae6d | agent_dev | [
"B0B59DLBMD",
"B00RVE9X06",
"B097JDV3FW"
] | prompt_optimizer_holdout | I’m putting together a simple home recording setup for a live guitar-and-vocal demo, so I need reliable connections for my instrument and microphone, plus durable picks for playing through the session. |
dev-034679dc6819506000f11806 | agent_dev | [
"B001H5OSCI",
"B016QUXTZU",
"B09G9DVTD3"
] | prompt_optimizer_holdout | I’m setting up a home podcast and need an easy USB microphone for clear voice recording, a pop filter to reduce plosive bursts, and the right adapter for a European-thread mic stand. |
dev-03563dec8a8ff332730a8ba6 | agent_dev | [
"B0B8FZYJJ4",
"B08NTMVWC4",
"B07FP1G9HT"
] | prompt_optimizer_holdout | I’m recording a blues-rock guitar track and need gear for expressive slide parts, articulate picking, and accurate nearfield monitoring while I mix the finished production. |
dev-037618b50ccb0940fcab66d1 | agent_dev | [
"B0C6J1BN77",
"B096K2LZKH",
"B0002D0L5E"
] | unseen_in_prompt_optimizer | I'm setting up my electric guitar for slide practice and performances, and need a supply of .009 replacement strings, a secure way to attach my strap, and a large glass slide. |
dev-0392fdcf09bc29a3c53ad3c1 | agent_dev | [
"B07BSM4222",
"B006OB32HM",
"B072226Z5Q"
] | unseen_in_prompt_optimizer | I’m preparing a heavy acoustic-and-electric guitar demo and need fresh strings suited to each instrument, plus a way to create saturated, aggressive distortion tones for the electric parts. |
dev-03949588f8548cdc94785773 | agent_dev | [
"B01K1EJQ9U",
"B074WXM13T",
"B0BKZ3GCGR"
] | unseen_in_prompt_optimizer | I’m setting up a reliable practice-and-gig setup for my acoustic or electric guitar, with comfortable hands-free support, warm-feeling picks, and an easy way to keep spare picks within reach. |
dev-03980f4b926356debcf6dbd8 | agent_dev | [
"B01HCGWS2W",
"B00GYHHQ78",
"B0BM71QK8M"
] | prompt_optimizer_tune | I’m wiring a small rehearsal-room recording setup and need balanced audio connections for microphones, a mixer, and outboard gear, including long cable runs across the room and a short right-angle patch cable for tight spaces. |
dev-039be31c68bb51cf32a086f7 | agent_dev | [
"B07ZMBXVW2",
"B003B00PVA",
"B09SZK8WJ5"
] | prompt_optimizer_holdout | I’m putting together a left-handed acoustic guitar setup for songwriting and small performances, including a way to amplify the guitar and a sturdy protective case for transport. I’d also like the basic accessories needed to start playing right away. |
dev-03b8598fd1a613d25ba421f7 | agent_dev | [
"B08R5GM6YB",
"B08DM9NFLH",
"B07T3GZVMD"
] | prompt_optimizer_tune | I’m setting up a comfortable home guitar practice corner where I can safely display my instrument, restring and maintain it easily, and use proper leg support during longer playing sessions. |
dev-03c936567166be6b7fe8fc38 | agent_dev | [
"B071WMKJMY",
"B0BPJ4Q6FJ",
"B07C637QCK"
] | unseen_in_prompt_optimizer | I’m setting up my six-string electric guitar for Nashville-style high-string parts, with a warm, thick slide tone for expressive playing and an accurate clip-on tuner for reliable intonation. |
dev-03ddbd1685eb7003ebf4f1e3 | agent_dev | [
"B0BCXKFMKD",
"B07BQVJY7W",
"B0BKR2ZM9X",
"B00H35YIJE"
] | prompt_optimizer_holdout | I’m refurbishing my Stratocaster for regular gigging and want a coordinated upgrade that improves tuning stability, keeps the instrument securely attached during movement, and refreshes the worn control, pickup, tremolo, and body-facing hardware for a three-single-coil setup. |
dev-043a6c1fcccdb47bd34da92c | agent_dev | [
"B00JA4T81Y",
"B09G5QS1VD",
"B088DD5M4V"
] | prompt_optimizer_holdout | I’m refreshing my electric guitar for rehearsals and small gigs, so I need heavier-gauge strings for a fuller, clear tone, reliable picks for playing, and a durable cable to connect the guitar to my amplifier. |
dev-04590bd72137fd611f149c33 | agent_dev | [
"B01DK40R3M",
"B0BSGM6CQ9",
"B08JMQR2JK",
"B0716QP8SR",
"B09R3KNKKG"
] | unseen_in_prompt_optimizer | I’m setting up an electric guitar rig for rehearsals and small gigs, with heavier-gauge strings, warm overdrive, short right-angle connections for a compact pedalboard, reliable picks, and padded stands to safely hold my guitars between sets. |
dev-048becb6111c9aa5b6fec7a6 | agent_dev | [
"B00FX7MMRO",
"B072PQT2DM",
"B087Q1GXQ9"
] | unseen_in_prompt_optimizer | I’m setting up a small home recording studio to capture detailed vocals and solo instruments, connect the microphone cleanly to my recording equipment, and hear mixes accurately through reliable powered monitors. |
dev-04abb6b0ef187e238aea387e | agent_dev | [
"B08R5GM6YB",
"B00H35YIJE",
"B0002E3B78",
"B09RTZ26KV"
] | unseen_in_prompt_optimizer | I’m getting my acoustic guitar ready for small singer-songwriter gigs and need sound-hole amplification, an easier restringing setup, secure strap attachment, and grippy picks for precise playing. |
dev-04ba7adce0025930d13e194a | agent_dev | [
"B0BKZ3GCGR",
"B0BR2Q367S",
"B01K1EJQ9U"
] | unseen_in_prompt_optimizer | I’m putting together a guitar practice setup with comfortable picks for regular playing, a convenient way to keep them within reach, and a lightweight steel slide for exploring brighter slide tones. |
dev-04d4fb0de5bd7ca9380fbaec | agent_dev | [
"B004DEHJZ8",
"B01DPCONFM",
"B00IFOTSJW"
] | unseen_in_prompt_optimizer | I'm refurbishing an electric guitar for a small live gig: replace its worn headstock tuning hardware, connect it reliably to an amp, and have a clip-on tuner for quick, accurate setup and onstage checks. |
dev-04dda17704d12c8581f7e63c | agent_dev | [
"B01M8N618U",
"B0009FJ1NS",
"B07MZVLGK2",
"B0002H0S62",
"B000ARH3M6"
] | prompt_optimizer_tune | I’m preparing a portable bass-heavy live gig setup and need fresh strings for both four- and five-string basses, secure stands for my instruments, padded transport for the mixer, and an adjustable way to mount the PA speaker above the subwoofer. |
dev-04df9ad7ad830f60500bbb10 | agent_dev | [
"B0BJ8WDC13",
"B07MDPF4SZ",
"B01MDU5U60"
] | unseen_in_prompt_optimizer | I’m organizing a beginner-friendly woodland music activity and need easy-to-play wind instruments for melody plus a frog-themed rhythm instrument for group call-and-response. |
dev-04ec2c63d40177e4ba7e1042 | agent_dev | [
"B0BK6JP6MW",
"B0085545YO",
"B00423O25U"
] | prompt_optimizer_tune | I’m restringing and setting up my classical guitar for more reliable tuning and comfortable playing, so I need suitable normal-tension ball-end strings, a tool to stretch them in, and lubricant for the nut, saddle, and tuner mechanisms. |
dev-0513e3fe0b24a2a8f92bafb5 | agent_dev | [
"B00NARHNCS",
"B0BK5CXZBT",
"B093YKLWVN",
"B08R5GM6YB"
] | prompt_optimizer_holdout | I’m giving my acoustic guitar a full restring and setup, so I need supplies to clean and condition the fretboard, polish the finish, efficiently remove and install strings, and accurately check the string action afterward. |
dev-0546c5efe8a299fa3d58efcd | agent_dev | [
"B00DDVNRV2",
"B01DPCONFM",
"B08R5GM6YB"
] | prompt_optimizer_holdout | I’m getting my electric guitar ready for rehearsals and need a comfortable way to wear it, connect it to pro audio equipment, and handle a full restringing, including winding, cutting, and removing bridge pins. |
dev-05905066b2a59735ab119d3e | agent_dev | [
"B015BKBGZG",
"B01KIJ6308",
"B00LYFFW9O"
] | unseen_in_prompt_optimizer | I’m rewiring my electric guitar with new volume and tone controls and a three-way pickup selector, then want a versatile modeling amp to test and practice the finished setup. |
dev-0592be7d8f97f1e7114b5a41 | agent_dev | [
"B071V5W1JH",
"B0056XAWOU",
"B0C5LYJXLR",
"B00NPAMDQ6"
] | unseen_in_prompt_optimizer | I’m setting up a small live performance sound system and need reliable long microphone connections, a way to join two XLR inputs, an adapter for an RCA source, and a heavy-duty speaker connection between the PA and speakers. |
dev-0595eaacc1733867a43d2f89 | agent_dev | [
"B0BXBFG6BX",
"B0716QP8SR",
"B086QM1F75"
] | prompt_optimizer_holdout | I’m putting together a compact electric-guitar rig for rehearsals and small gigs, with two distinct warm overdrive flavors I can switch between and a dependable, interference-resistant cable for connecting everything. |
dev-05a3478327f94114d9a64eea | agent_dev | [
"B007T8KI6M",
"B0BCXKFMKD",
"B000AYH8AG"
] | unseen_in_prompt_optimizer | I’m refurbishing my Stratocaster for late-’60s blues-rock tones and need replacement three-single-coil hardware, a fresh 11-hole faceplate, and a pedal to shape highs, mids, and lows. |
dev-05bd527460912d1e287ccc8d | agent_dev | [
"B015X3CXXA",
"B0742RB7JK",
"B01AWWYFDI"
] | unseen_in_prompt_optimizer | I’m building a compact bass practice and performance setup where I can shape my tone, create layered loops on the fly, and power several effects from one supply. |
dev-05c031ebea7fff9a6a8b3a91 | agent_dev | [
"B0BHSG5C3G",
"B00M9KIV7I",
"B008O516JM",
"B0752VW93W",
"B07C91JT14"
] | prompt_optimizer_holdout | I’m setting up a small live-band recording and rehearsal project with bass, vocals, and instruments: I need reliable tuning, several dynamic microphones, multichannel computer recording, a powerful bass amp head, and safe road transport for the bass. |
dev-05caed8a20c2327844d7f02d | agent_dev | [
"B0BSGM6CQ9",
"B09VT45772",
"B0C5LYJXLR"
] | prompt_optimizer_holdout | I’m recording a home demo with vocals and electric guitar, so I need clear vocal capture, a compatible XLR connection, and fresh heavier-gauge strings. |
dev-0613a560bab9966e10a1ee99 | agent_dev | [
"B0741R8RSK",
"B01MRV9Z1Y",
"B018FCZKR2"
] | unseen_in_prompt_optimizer | I’m organizing a rehearsal and gig setup and need protective travel storage for my pointy electric guitar and bass, plus a compact folding stand to keep instruments safely accessible between sets. |
dev-062c9452c2895af2793edef3 | agent_dev | [
"B0C3PVGPYS",
"B081382HN4",
"B07WGRJR35"
] | unseen_in_prompt_optimizer | I’m putting together a reliable tenor saxophone setup for practicing and performing, including the instrument itself plus a responsive mouthpiece and durable synthetic reeds for a bold, consistent tone. |
dev-063e4346e46673c4d7dd3faa | agent_dev | [
"B01LQWRGQG",
"B0002F5C7Y",
"B018464HN2"
] | unseen_in_prompt_optimizer | I’m putting together a small mindfulness and rhythm circle, with calming resonant tones to open and close the session, plus hand-played drum and jingle percussion for simple group participation. |
dev-065686d4d81358c21529aada | agent_dev | [
"B0B29LK8QD",
"B0BR2G8WYG",
"B0002E3D44",
"B013JM0CKI"
] | unseen_in_prompt_optimizer | I’m refurbishing my Stratocaster and need clearer hum-free tones, improved string guidance, a steadier tremolo arm, and a compact tube amp head for testing and playing the finished guitar. |
dev-068c1676eee6d1da62d9f9ae | agent_dev | [
"B016NU779W",
"B09YMH6GGF",
"B00TH3YKES"
] | unseen_in_prompt_optimizer | I’m preparing for a jazz ensemble performance and need supplies to clean my bass clarinet, safely park a saxophone between songs, and fine-tune reeds and mouthpiece setup. |
dev-06ec67d9ff91e5fb1fb1c39e | agent_dev | [
"B0BLLZYYPK",
"B08NVVLB16",
"B072HH4W6C"
] | unseen_in_prompt_optimizer | I’m preparing a small live acoustic set where I’ll play guitar with durable picks, sing hands-free for some songs, and use a reliable handheld vocal mic for featured vocals. |
dev-06ef9e0302551868d34ff0b4 | agent_dev | [
"B07Y6TSTS2",
"B08LRLRRKM",
"B09QQK2SGT"
] | unseen_in_prompt_optimizer | I’m putting together a comfortable seated guitar practice setup with a stable place for my instrument, hands-free switching for compatible gear, and plenty of flexible picks for playing sessions. |
dev-06f84681b253ef5874b5c53a | agent_dev | [
"B07DMS2QNL",
"B07PPHHG34",
"B0951C4RGR"
] | prompt_optimizer_holdout | I’m setting up a beginner ukulele practice corner and need a warm-sounding soprano instrument, comfortable picks for gentle or precise strumming, and a secure wall-mounted holder to keep it safely stored between sessions. |
dev-07174228b6b6dac8313e3c3b | agent_dev | [
"B00CIO6BEA",
"B0B7C52N2F",
"B00IFOTSJW"
] | unseen_in_prompt_optimizer | I’m restringing and setting up my 9-string electric guitar for rehearsals, so I need the right heavy-gauge picks and an accurate clip-on tuner for practice and playing. |
dev-072188042870c088f1927c66 | agent_dev | [
"B009A5JA98",
"B01878M5JK",
"B008Z4Y0QS",
"B0010SHU18"
] | prompt_optimizer_holdout | I’m preparing a two-guitar home recording session: I need to upgrade the Les Paul-style electric with a warmer humbucker, control feedback on my acoustic, repair my worn capo, and connect everything for clean USB recording. |
dev-072f9d233477011898b64faf | agent_dev | [
"B07593G916",
"B0B14LN9H9",
"B0792T3CZ4"
] | unseen_in_prompt_optimizer | I’m refurbishing an electric guitar and need parts for smoother volume and tone control, a reliable instrument-cable connection, and fretboard leveling so I can complete the setup and playability work. |
dev-075fa0d5a08fa5980df9d5b7 | agent_dev | [
"B072JT59TD",
"B07MZYNZ1C",
"B07DL3DR2D"
] | unseen_in_prompt_optimizer | I’m setting up a compact home piano practice station for learning, with realistic weighted keys, a comfortable adjustable seat, and closed-back listening so I can practice quietly without disturbing anyone. |
dev-077a9fa988981125a5c97595 | agent_dev | [
"B0BPLFP5P6",
"B07M7XZFYG",
"B07WTBV69J"
] | unseen_in_prompt_optimizer | I’m preparing for a banjo fingerpicking performance and need thumb and finger picks for better control, plus a clip-on tuner to keep the instrument accurately in tune. |
dev-07987176def9b161173d31f7 | agent_dev | [
"B0002F4TKU",
"B0BNM3CNTG",
"B001U0ORN0"
] | unseen_in_prompt_optimizer | I’m getting my percussion setup ready for a pit performance and need a way to adjust the hardware, play softly with controlled sticks, and keep extra sticks and accessories within easy reach. |
dev-07e11593da4451d4163c67a0 | agent_dev | [
"B01JRKPCG0",
"B015JTEBN8",
"B07C484BHP"
] | unseen_in_prompt_optimizer | I’m setting up a small home recording session for a cajon-based acoustic performance and need a compact percussion instrument plus a stereo pair of sensitive mics with adjustable support to capture the rhythms and detailed natural sound. |
dev-082baecb7014eb83fd4fc2bf | agent_dev | [
"B09396NY1C",
"B08KRDKZ6K",
"B07NP7HF7X"
] | unseen_in_prompt_optimizer | I’m putting together a compact bass practice setup and need a way to connect my instrument reliably, keep it safely supported between sessions, and help protect its strings from tarnish and corrosion. |
dev-0831b880b5921561dcf461c9 | agent_dev | [
"B087HY145N",
"B08XFQ6KP9",
"B0B594VHF9"
] | prompt_optimizer_tune | I’m filming a two-person interview series and need a compact wireless setup that captures both speakers clearly with discreet clip-on microphones, two transmitters, and a dual-channel receiver compatible with my recording device. |
dev-088cf963670220ace9cbd897 | agent_dev | [
"B07QL85Y56",
"B093KWXYVZ",
"B0BJF97MDV"
] | unseen_in_prompt_optimizer | I’m getting my acoustic guitar ready for regular practice and small gigs. I need warm, longer-lasting six-string replacement strings, plus a comfortable adjustable shoulder strap and a way to attach it securely without a heel strap button while keeping the instrument’s traditional look. |
dev-089bc38d540657901b0e8bf9 | agent_dev | [
"B09T7NX5K7",
"B071VJQ99L",
"B0045V4100"
] | prompt_optimizer_holdout | I’m setting up a home metal recording session and need durable sticks for articulate cymbal work, a double-bass pedal for fast drumming, and a two-channel preamp for shaping microphones or instruments with clean or tube-driven tone. |
dev-08d3f721d783b0100f96704d | agent_dev | [
"B07N1LX1QC",
"B077GK1J7N",
"B07FWK4Y9T"
] | unseen_in_prompt_optimizer | I’m setting up a home studio to record expressive electric-guitar parts, shape them with a classic wah effect, mix tracks hands-on in my DAW, and authorize the compatible audio software I’ll use. |
dev-093a867d2938ec96dcf0f325 | agent_dev | [
"B07THV5JNS",
"B08FYJWN21",
"B06X9KG3HW"
] | prompt_optimizer_holdout | I’m putting together a small live presentation audio setup and need to switch or combine two microphone or keyboard sources, route the selected signal to a mixer or recorder, and connect balanced XLR gear to dual quarter-inch inputs. |
dev-09b320d17d0c56288a11983e | agent_dev | [
"B00AHAFMCO",
"B0BKZ1G3P3",
"B0002F6WCS"
] | unseen_in_prompt_optimizer | I’m refurbishing a drum kit for rehearsals and gigs, with durable brush-friendly coated heads for the toms, replacement hardware to keep the bass drum stable, and a padded protective bag for carrying a tom. |
dev-09d73cacdd329b34a58dccd4 | agent_dev | [
"B07C91JT14",
"B000VTFQCM",
"B0052TT19U"
] | prompt_optimizer_tune | I’m setting up a small live vocal performance and need several dynamic microphones, sturdy boom stands for the performers, and stereo processing to add clarity, depth, and punch to the sound. |
dev-09d7d08d0da2cb2e48c62d3f | agent_dev | [
"B00P2AZHL0",
"B0C3LDN2TN",
"B00NPAMDQ6"
] | unseen_in_prompt_optimizer | I’m putting on a small community theater presentation and need hands-free speaking mics, wireless lapel options for presenters, and long XLR connections to route everything into the sound system. |
dev-09e64027a5d9a78966e90a5b | agent_dev | [
"B087Q1DBSL",
"B09B45DLQG",
"B0BR2NC7ZL",
"B00H35YIJE",
"B07KYX3S8X"
] | prompt_optimizer_holdout | I’m setting up a small acoustic-guitar recording session and need to keep the instrument secure on its strap, improve tuning stability, capture its natural sound, send it cleanly to a mixer, and monitor privately. |
dev-09f4445a4954a85fda7ed15d | agent_dev | [
"B00E9EC2K4",
"B00H8BRK0M",
"B0BKR9BCVK"
] | unseen_in_prompt_optimizer | I’m starting a quiet full-size violin practice setup for learning songs and scales, with an electric instrument for headphone practice, beginner finger-position guidance, and durable replacement strings for regular playing. |
dev-0a2597f58cd0fa8a689ba2fc | agent_dev | [
"B09V91H5XM",
"B00VSYN25M",
"B0BKZ3GCGR",
"B07TDNWYSB"
] | unseen_in_prompt_optimizer | I’m putting together a compact electric guitar setup for practicing and jamming, with hands-free playing, flexible effects and looping, reliable instrument connection, and comfortable picking for different tones. |
dev-0a893d7a7ce919622065ebc5 | agent_dev | [
"B098PJDQTG",
"B0C5HSQKYD",
"B0BLLHCQZK"
] | prompt_optimizer_holdout | I’m expanding a wired musician-monitoring setup for rehearsals and small gigs, with secure mounting for the personal mixer, expanded signal distribution, and a durable multichannel TRS connection between the rack and mixer. |
dev-0a94d06d0f7c91c306bd63f6 | agent_dev | [
"B076SHBWRM",
"B07TD9NX9F",
"B006BST39E"
] | prompt_optimizer_holdout | I’m setting up a portable outdoor vocal rig and need a way to cut wind and breath noise, swap the microphone quickly, and assemble compact instrument cables with right-angle connectors. |
dev-0ae0d51018ea8b2479403d25 | agent_dev | [
"B007MY5BDI",
"B07X2LN3FV",
"B0BPLFP5P6"
] | unseen_in_prompt_optimizer | I’m setting up my six-string acoustic guitar for practicing blues and roots music, with bright easy-playing strings, reliable tuning, and warm, expressive slide tones. |
dev-0ae9c1751d7295673e7edffb | agent_dev | [
"B000AC6DVS",
"B0BL34JMKZ",
"B079T9KWGQ",
"B00423O25U"
] | prompt_optimizer_tune | I’m preparing several guitars for a recording session: restringing a classical guitar, keeping a replacement fourth string handy, fitting a 12-string acoustic for warm fingerstyle parts, and maintaining safe humidity for the instruments. |
dev-0b442ec8b1836123cb408a21 | agent_dev | [
"B07T3GZVMD",
"B08JMQR2JK",
"B00IFOTSJW"
] | prompt_optimizer_holdout | I’m setting up a small guitar practice and performance area where I can tune accurately, sit comfortably with proper foot support, and keep several guitars safely organized and ready to play. |
dev-0b6934db9d3f87874b48ede3 | agent_dev | [
"B07DWY7R2X",
"B09BF8XDF4",
"B07DWRNL54"
] | unseen_in_prompt_optimizer | I’m preparing for a long rehearsal and recording session with my acoustic guitar, electric guitar, and five-string bass, and need durable, coated replacement strings in suitable gauges for each instrument. |
dev-0b6dea68c090375c6d2c22bf | agent_dev | [
"B09V9172YN",
"B06XV6TLG4",
"B0BPLFP5P6",
"B095XCZXNQ"
] | prompt_optimizer_holdout | I’m putting together a portable guitar practice setup for traveling and late-night sessions, with a padded mini-jumbo case, silent headphone practice and effects, reliable tuning, and picks that are easy to see in low light. |
dev-0be4777e3da0a669f709c3b5 | agent_dev | [
"B017808XKS",
"B00RDK92GS",
"B077YVKN89"
] | prompt_optimizer_holdout | I’m starting a ukulele practice and songwriting project and need an easy clip-on tuner, a clear reference for learning chords across keys, and a small chord stamp to mark diagrams in my notebook. |
dev-0bf16fe8733d869c224c9862 | agent_dev | [
"B00JL5I61A",
"B00CPLODUU",
"B07PPHHG34"
] | unseen_in_prompt_optimizer | I’m setting up a compact acoustic-guitar practice corner and need a safe wall-mounted way to store the instrument, quick key changes without retuning, and sturdy picks for fast playing. |
dev-0c056d0a36cb1c35d26faf4d | agent_dev | [
"B075MN34F6",
"B0C3PVHGPQ",
"B01DE4DEGK",
"B0BSCF2FD7",
"B01DBS3WJS"
] | unseen_in_prompt_optimizer | I’m building a compact seated music-making setup for playing bass lines and layered keyboard parts while also capturing the natural sound of my acoustic guitar, with adjustable support, a second keyboard level, and balanced connections between the instruments and audio gear. |
dev-0c1ad9e79bdf6b89f7dd026e | agent_dev | [
"B07PZDBGCR",
"B06XPFFQ2Q",
"B07B4ZZVDV"
] | unseen_in_prompt_optimizer | I’m preparing for regular saxophone practice and need dependable alto reeds for responsive playing, along with gentle pull-through cleaning and moisture removal to keep my tenor saxophone clean and playing consistently. |
dev-0c2e05a515ba739b162b99f6 | agent_dev | [
"B0158GWWJ2",
"B0010SHU18",
"B00ZECVBGG",
"B0002VB8AS",
"B0BJF97MDV",
"B0BSBXR8HR"
] | unseen_in_prompt_optimizer | I’m getting my steel-string acoustic ready for amplified live gigs and need a complete setup for restringing and maintenance, comfortable hands-free playing, quick key changes, articulate picking, and controlling feedback around a pickup. |
dev-0c3652222a06f0986b881833 | agent_dev | [
"B09KZLRHQW",
"B07Y6TSTS2",
"B0BR2NW577",
"B01M5CXH65"
] | unseen_in_prompt_optimizer | I'm upgrading my live electric-guitar setup: I want to rewire a Strat-style instrument for more pickup combinations, connect balanced audio gear, run a dependable guitar-to-amp cable, and add a latching status-indicating foot controller for compatible equipment. |
dev-0c4a00b4b88e5d2343427c4b | agent_dev | [
"B0B2T32W46",
"B0BKZ2S4PC",
"B09HL6MZ45",
"B0BK6S7QF4",
"B0BKZ1G3P3",
"B09HCVK9HL",
"B09F9B8DV9"
] | prompt_optimizer_tune | I’m rebuilding my drum kit and need a coordinated set of heads for small and large toms, a durable coated tom setup, responsive snare batter and resonant heads, and a bass resonant head with adjustable low-end control, plus simple overtone damping for easier tuning. |
dev-0c58bd012c021869641b7c35 | agent_dev | [
"B08R5GM6YB",
"B09RTZ26KV",
"B0146YTJOI",
"B09G5KDVWW",
"B0179A4ILK"
] | unseen_in_prompt_optimizer | I’m getting my electric guitar ready for upcoming rehearsals and need supplies to restring it efficiently, keep the strap secure, refresh its finish, and improve pick control while playing. |
dev-0c8546526a7c2138dc015ae4 | agent_dev | [
"B07DLC8CQZ",
"B00CGFRJ2Y",
"B000M74WXM",
"B07Y2R3Z2D",
"B0006IQNES"
] | unseen_in_prompt_optimizer | I’m preparing my mandolin for practice and recording sessions and need fresh bright-sounding strings, comfortable picks for different playing styles, a capo for quick key changes, and a way to keep sheet music open while I play. |
dev-0c85d214c721207190e7b968 | agent_dev | [
"B07DKXHD23",
"B08R4N5CD4",
"B017NT392Q",
"B07N5J3GTB",
"B07DVVS116"
] | unseen_in_prompt_optimizer | I’m setting up a small live acoustic performance and need clear vocal pickup, wireless freedom for my guitar, a stable hands-free mic position, handheld rhythm accompaniment, and compact mono connections for linking the audio equipment. |
dev-0cbeec7aae0e1e3bf3a4071e | agent_dev | [
"B012P7NEW6",
"B08JMQR2JK",
"B00646MZHK"
] | unseen_in_prompt_optimizer | I’m setting up a small guitar rehearsal space and need a way to keep several instruments safely supported, tune them accurately, and have plenty of dependable picks available for playing. |
dev-0ccd7ec3ce2eeb03a0e1c5b8 | agent_dev | [
"B0C159Y982",
"B00HJOTNBC",
"B000B6FADU",
"B0002F4UYU"
] | unseen_in_prompt_optimizer | I’m assembling a compact acoustic Latin/world-music setup for an unplugged performance, with a seated box drum for the rhythmic foundation and handheld percussion for bright scraping, clicking, and shaking accents. |
dev-0cfb5e323a9de56194782278 | agent_dev | [
"B000EENC52",
"B00KG7CB2C",
"B09TXQ22KG"
] | prompt_optimizer_holdout | I’m tuning up my small drum kit for practice and gigs, needing a replacement resonant head, durable high-power sticks, and hardware pieces that protect and properly seat my cymbals. |
dev-0cfb6a0b74f1671fbd64d105 | agent_dev | [
"B0BXSYL7X8",
"B0732H8P8S",
"B00145EVJ6"
] | prompt_optimizer_tune | I’m assembling a compact live sound rig for small gigs and rehearsals, with a portable rack setup to hold the amplifier, organized power distribution, and a way to monitor incoming voltage. |
dev-0d10f540e90be964fd2f5909 | agent_dev | [
"B015JTEBN8",
"B0BB7ZN8XH",
"B091MZPYBQ"
] | unseen_in_prompt_optimizer | I’m organizing a small outdoor karaoke fundraiser and need portable amplified sound with two speakers, sturdy speaker supports, an adjustable stand for the handheld microphone, and a windscreen to reduce wind noise and protect it from moisture. |
dev-0d1655a193c0698691e4f5ca | agent_dev | [
"B07M6B3RDW",
"B019LR2XTS",
"B0BPKH7FJ2",
"B07HM8Q5FR",
"B0BPJ4Q6FJ",
"B0BTC9YJ2W",
"B07FP9CNQB"
] | unseen_in_prompt_optimizer | I’m setting up a small acoustic-country rehearsal with two guitars and banjo, so I need fresh strings for each instrument, accurate clip-on tuning, secure multi-instrument storage, and several adjustable microphone positions with a handy accessory shelf. |
dev-0d57b57ff7505aa6f6fa2903 | agent_dev | [
"B08DBDD6CM",
"B0771SZT32",
"B01DE4DPSC"
] | prompt_optimizer_holdout | I’m setting up a small funk bass recording session and need expressive envelope-filter sounds, reliable instrument connections between my bass and rig, plus an XLR cable for routing a microphone into a mixer or recorder. |
dev-0d630784d981488bdef3eb1e | agent_dev | [
"B00A2H01IW",
"B0BTC9YJ2W",
"B001GDJQTG"
] | prompt_optimizer_holdout | I’m preparing for a folk and blues jam and need to refresh my 12-string acoustic, shift its pitch easily, and add a D-key harmonica for playing along. |
End of preview. Expand in Data Studio
Amazon query–bundle benchmark
Canonical, category-organized query and reference-positive data. Experiment traces should reference this repository by commit SHA, category, split, and candidate_id, rather than republishing the dataset.
Musical Instruments
| Split | Examples |
|---|---|
| agent_dev | 2,028 |
| agent_hidden | 1,960 |
Each record contains a query and 3–7 reference product IDs. These are observed reference positives, not exhaustive labels for all valid recommendations. No user identifiers, raw interaction histories, or protected split assignments are included. There are no shared_train bundle-query examples in this release.
Construction and limitations
Users were partitioned before bundle generation. Candidate bundles come from positive review interactions in seven-day windows, not verified shopping baskets. A fixed LLM coherence judge uses three votes with at least two passes; generated queries then undergo consistency and deterministic checks. The hidden generation did not use agent-performance filtering. Development examples include prompt-optimization exposures, recorded per row.
The outer split is user-disjoint, not product-disjoint: six hidden reference sets also occur in development. The historical agent_hidden name is retained for reproducibility, but publication means this split is no longer secret. Keep it excluded from training and tuning for held-out comparisons; a future confidential test requires a new split.
Existing evaluations request k equal to reference-set size and measure SetHit@k as any exact product overlap. They are not SetHit@20 evaluations. Product relevance and compatibility are not exhaustively verified.
Related artifacts
- Tools: https://huggingface.co/iaouali/amazon-tools
- Traces: https://huggingface.co/datasets/iaouali/amazon-traces
See the category manifest for file checksums. Upstream Amazon data and model usage terms still apply; this release does not assert a new license over third-party source material.
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