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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
conversation: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
gold_turn: int64
rec_turns: list<item: int64>
child 0, item: int64
history: list<item: string>
child 0, item: string
target: string
rec_chain: list<item: string>
child 0, item: string
ref_type: string
level: string
post_turns: int64
to
{'history': List(Value('string')), 'target': Value('string'), 'ref_type': Value('string'), 'rec_chain': List(Value('string')), 'level': Value('string'), 'post_turns': Value('int64'), 'conversation': List({'role': Value('string'), 'content': Value('string')})}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
conversation: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
gold_turn: int64
rec_turns: list<item: int64>
child 0, item: int64
history: list<item: string>
child 0, item: string
target: string
rec_chain: list<item: string>
child 0, item: string
ref_type: string
level: string
post_turns: int64
to
{'history': List(Value('string')), 'target': Value('string'), 'ref_type': Value('string'), 'rec_chain': List(Value('string')), 'level': Value('string'), 'post_turns': Value('int64'), 'conversation': List({'role': Value('string'), 'content': Value('string')})}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
history list | target string | ref_type string | rec_chain list | level string | post_turns int64 | conversation list |
|---|---|---|---|---|---|---|
[
"B004BEBVZ4",
"B000C1UBFG"
] | B000P9B3NY | null | [
"B000P9B3NY"
] | Medium | 1 | [
{
"role": "user",
"content": "hey, just browsing for something new for my skin but not really sure what i need. i did love that self-tanning mousse i grabbed last time though"
},
{
"role": "assistant",
"content": "happy to help! are you wanting more of a hydrating lotion or something to firm and... |
[
"B003GDK6F2",
"B004NCFOZM"
] | B002WTC37A | null | [
"B002WTC37A"
] | Medium | 1 | [
{
"role": "user",
"content": "hi, i'm looking for something new for my hair but not sure what. i loved that purple brush i got before though."
},
{
"role": "assistant",
"content": "Got it! What's your hair like these days—dry or damaged, or more oily?"
},
{
"role": "user",
"content":... |
[
"B009RNUH8G",
"B00JJVG6HC",
"B00GFBWWWC",
"B00GCQMSVA",
"B00K7PO996",
"B00KCFAZTE",
"B00KAL5JAU",
"B00C8YCFU4",
"B00HHR0SYW"
] | B00H7NKNE6 | null | [
"B00H7NKNE6"
] | Medium | 1 | [
{
"role": "user",
"content": "I've been using that dead sea hair conditioner and the vitamin c serum I got earlier, but I'm not sure what to try next."
},
{
"role": "assistant",
"content": "Got it! Are you leaning more toward skin or hair care right now?"
},
{
"role": "user",
"conten... |
[
"B0023A7JF4",
"B000EGYRGS"
] | B000ZMBSPE | null | [
"B000ZMBSPE"
] | Medium | 1 | [
{
"role": "user",
"content": "hey, i've been using that black soap and the light peel cream i got before, but i'm kinda unsure what to try next for my skin."
},
{
"role": "assistant",
"content": "got it! are you looking more for a deep cleanse or something to brighten your complexion?"
},
{
... |
[
"B001GEEQ90",
"B00CNOUZE2",
"B009GIOVKC",
"B00G75X158",
"B00IBS9QC6"
] | B00HJD8NLY | null | [
"B00HJD8NLY"
] | Really hard | 2 | [
{
"role": "user",
"content": "just browsing for some stuff for my routine, not sure what yet."
},
{
"role": "assistant",
"content": "got it! what kind of things have you been using lately, like any masks or tools?"
},
{
"role": "user",
"content": "i liked that mud mask i picked up a ... |
[
"B004CNRDBU",
"B002XHACTM"
] | B004CSU8IA | accept_more | [
"B004CSU8IA",
"B00126IXLO"
] | Really hard | 2 | [
{
"role": "user",
"content": "just browsing some beauty stuff, not really sure what i want"
},
{
"role": "assistant",
"content": "got it! i see you previously picked up that nail polish remover and some eyeshadow—looking for more nail care or something else?"
},
{
"role": "user",
"co... |
[
"B00G2TQNZ4",
"B00GFBWWWC",
"B00GLE8SNK",
"B00IBS9QC6",
"B00H93NJLS",
"B00IDWP4IA",
"B000F6RFX4",
"B00HJD8NLY"
] | B00GJX58PE | null | [
"B00GJX58PE"
] | Hard | 1 | [
{
"role": "user",
"content": "I've been using that dead sea mud mask and my vitamin C serum, but my hair is still frizzy."
},
{
"role": "assistant",
"content": "Got it. Those are great for skin, but hair might need something different."
},
{
"role": "user",
"content": "I also tried t... |
[
"B0042GH78G",
"B00008J2XQ",
"B00113HO90",
"B00012NJZA",
"B002DMK0KI",
"B004ULUVU4"
] | B000U26ZZM | null | [
"B000U26ZZM"
] | Really hard | 1 | [
{
"role": "user",
"content": "just browsing around, not really sure what i'm after today."
},
{
"role": "assistant",
"content": "no worries! what kinds of things have you been using at home, like hair or skin stuff?"
},
{
"role": "user",
"content": "i've been using that ginger shampo... |
[
"B001B7CJDM",
"B0043OYFKU",
"B005WTKB2Q"
] | B0076J9RZW | null | [
"B0076J9RZW"
] | Medium | 2 | [
{
"role": "user",
"content": "hey, i've been using that glass file set i got and loving it, but i'm kind of just browsing for other self-care stuff."
},
{
"role": "assistant",
"content": "Nice! Are you leaning more toward skincare or something for bath time?"
},
{
"role": "user",
"co... |
[
"B0001EKWPI",
"B0000ZHH5G",
"B000B9J3GM",
"B001MWV40U",
"B003RF82UK",
"B0000530NA"
] | B0006OU078 | null | [
"B0006OU078"
] | Really hard | 1 | [
{
"role": "user",
"content": "just looking around, not really sure what i need tbh."
},
{
"role": "assistant",
"content": "got it! do you have a facial cleansing routine you like already?"
},
{
"role": "user",
"content": "kinda, i just use that fragrance-free soap bar i got and some ... |
[
"B0009VNI40",
"B0019LWU2K",
"B0023A7JF4",
"B00127C83M"
] | B0062W4TD4 | accept_more | [
"B0062W4TD4",
"B003AYEFSG"
] | Really hard | 1 | [
{
"role": "user",
"content": "just scrolling through stuff, not really looking for anything specific tbh."
},
{
"role": "assistant",
"content": "haha all good! i noticed you've tried some natural skin and hair things before—what are you into lately?"
},
{
"role": "user",
"content": "... |
[
"B003VMU63K",
"B003ZUZCDC",
"B00871KNHO"
] | B003VMW2B4 | null | [
"B003VMW2B4"
] | Medium | 0 | [
{
"role": "user",
"content": "I've been using the gel polishes I got before, but I'm kinda unsure what new color to try."
},
{
"role": "assistant",
"content": "Sure! Do you usually go for bright shades or something darker for evenings?"
},
{
"role": "user",
"content": "Maybe somethin... |
[
"B000QUMBP6",
"B004220C6E"
] | B004ZD2M6I | accept_more | [
"B004ZD2M6I",
"B00547H5U2",
"B00G7ZC4AG",
"B000V2DLJO"
] | Easy | 1 | [
{
"role": "user",
"content": "Hey, I really liked that nail base coat and top coat I bought earlier from you."
},
{
"role": "assistant",
"content": "Great to hear! Happy those worked for you."
},
{
"role": "user",
"content": "I'm looking for a skin tool to exfoliate at home now."
}... |
[
"B002KMXO36",
"B00429BV3K",
"B007ZR2RIE",
"B0057NE7NQ",
"B004XJNQXW",
"B002MZ8BK2",
"B004EDYQX6",
"B001BLRYMO",
"B001E96M58"
] | B003EUP3O6 | null | [
"B003EUP3O6"
] | Easy | 0 | [
{
"role": "user",
"content": "I really liked that gentle cleansing bar I got from you before, but now I need a daily hair conditioner."
},
{
"role": "assistant",
"content": "Sure, are you looking for something with natural ingredients?"
},
{
"role": "user",
"content": "Yeah, a value-... |
[
"B005F5J5Z6",
"B00016XJ4M"
] | B002MSN3QQ | null | [
"B002MSN3QQ"
] | Medium | 0 | [
{
"role": "user",
"content": "I've been using that rose toner I got and the sunscreen from before, but I'm not sure what else I need."
},
{
"role": "assistant",
"content": "Got it! Are you mainly looking for more sun protection or something to help with breakouts?"
},
{
"role": "user",
... |
[
"B000US0804",
"B001J2ZXMI",
"B001JQLNJ6",
"B001FYV0HM"
] | B00AE07FUE | accept_more | [
"B00AE07FUE",
"B00ALV8EL0"
] | Hard | 1 | [
{
"role": "user",
"content": "I really liked that caviar shampoo duo I bought earlier, but I'm almost out."
},
{
"role": "assistant",
"content": "Nice! Looking for another moisturizing shampoo to replace it?"
},
{
"role": "user",
"content": "Yeah, but I'm skeptical of fancy labels pr... |
[
"B006840FE8",
"B0019IVEEI"
] | B000IOFQWK | accept_more | [
"B000IOFQWK",
"B000G7XRCA"
] | Medium | 0 | [
{
"role": "user",
"content": "I really liked that bronzer I picked up and my blender, but I'm kinda unsure what else I need for a summer look."
},
{
"role": "assistant",
"content": "What kind of look are you going for—more of a subtle glow or a deeper tan?"
},
{
"role": "user",
"cont... |
[
"B0012RQZ72",
"B00392FQSM",
"B000X2FPUU"
] | B0009N5EZY | reject | [
"B004EWV81K",
"B0009N5EZY"
] | Easy | 0 | [
{
"role": "user",
"content": "I loved that Daisy perfume I got earlier, but I need a men's eau de toilette spray around 3.4 oz now."
},
{
"role": "assistant",
"content": "How about <<Precious Perfume, Impression of Princess for Women>>?"
},
{
"role": "user",
"content": "Not what I'm ... |
[
"B00016WV6E",
"B004DK7DVC",
"B0058KIAHC",
"B007JBF99U",
"B005L2LGGY",
"B009GEUOXO",
"B0042WIHNY"
] | B00GGXFJ7O | null | [
"B00GGXFJ7O"
] | Hard | 2 | [
{
"role": "user",
"content": "I've been using that tiny neck tightening cream and my night retinol, but I'm wary of adding gadgets to my routine."
},
{
"role": "assistant",
"content": "Got it, sometimes simple is best. What skin issues are you hoping to tackle?"
},
{
"role": "user",
... |
[
"B00099Z2OQ",
"B000AO2NXS",
"B000CPIMNA",
"B00152TXDM",
"B0015C0RIC"
] | B001715WH2 | accept_more | [
"B001715WH2",
"B0019GFZCM"
] | Really hard | 2 | [
{
"role": "user",
"content": "just kinda looking around for some stuff, not sure what yet lol"
},
{
"role": "assistant",
"content": "Got it! Anything for hair or skin? I see you've shopped for some care products before."
},
{
"role": "user",
"content": "maybe hair? i still use that l... |
[
"B00CH7JAS2",
"B00D2IFG8S"
] | B00E68NX60 | null | [
"B00E68NX60"
] | Medium | 0 | [
{
"role": "user",
"content": "I'm kinda unsure what I need, just browsing. I liked that natural sunscreen bug stuff for my kid and the anti-aging face cream I got before."
},
{
"role": "assistant",
"content": "Got it! Are you looking for something for just skin or maybe hair and lips too?"
},
... |
[
"B001FB5IIM",
"B000142FVW",
"B00027DDOQ",
"B000RYSXWG",
"B00021C1LI"
] | B00016XJ4M | null | [
"B00016XJ4M"
] | Hard | 1 | [
{
"role": "user",
"content": "I've been using that face wash and my purity cleanser for months, but my skin still feels off."
},
{
"role": "assistant",
"content": "Got it. Sounds like you have a solid routine with those basics. What's bothering you exactly?"
},
{
"role": "user",
"con... |
[
"B001P95NSO",
"B000ZM9BP8"
] | B005HO0A1I | null | [
"B005HO0A1I"
] | Hard | 1 | [
{
"role": "user",
"content": "That anti-aging serum I picked up last time was great, but I need a simple cleanser now."
},
{
"role": "assistant",
"content": "Sure, are you thinking face or body wash?"
},
{
"role": "user",
"content": "I'm wary of fancy bars; the ones I tried always fe... |
[
"B003VMM74Q",
"B0040BK082"
] | B001GEEQ90 | null | [
"B001GEEQ90"
] | Easy | 0 | [
{
"role": "user",
"content": "I got that gel polish and my UV dryer earlier, and now I need a way to soak off acrylic nails at home."
},
{
"role": "assistant",
"content": "Got it! So you're looking for something to remove artificial nails safely?"
},
{
"role": "user",
"content": "Yea... |
[
"B00JPMJK7I",
"B00GPWYF94"
] | B00H8C82IU | null | [
"B00H8C82IU"
] | Hard | 1 | [
{
"role": "user",
"content": "Hey, I've been using that aftershave gel and the hyaluronic serum I bought earlier, but I feel like my under-eye area still looks tired."
},
{
"role": "assistant",
"content": "Got it. Those are great for overall skin, but the eye area is thinner and needs something ... |
[
"B003EH22KC",
"B000HGMVH2",
"B00912CL5K",
"B004DBXKWW",
"B008RVYJS8",
"B00CNOUZE2",
"B00HJD8NLY",
"B0009GGY96",
"B00IKLGNOS",
"B00JJVG6HC",
"B00C8YCFU4",
"B00KAL5JAU",
"B00KCFAZTE",
"B00K7PO996",
"B00KCTER3U",
"B00KHH2VOY",
"B00G75X158",
"B00KD73PBQ"
] | B00KHGIK54 | null | [
"B00KHGIK54"
] | Medium | 1 | [
{
"role": "user",
"content": "hey, i've been using that dead sea soap bar and the eye cream i got earlier, but my skin feels kinda dull lately. not really sure what to try next."
},
{
"role": "assistant",
"content": "got it! are you more interested in something for firming or just general bright... |
[
"B000FBNV1Y",
"B003V265QW",
"B0007CXXYG",
"B007RTR8A2",
"B00639DLV2",
"B00014EKJC"
] | B000L596FE | accept_more | [
"B000L596FE",
"B00AQZUO28"
] | Medium | 0 | [
{
"role": "user",
"content": "hey, i've been using that awapuhi shampoo and the little cleansing bar i got before, but i'm kinda unsure what other hair stuff i might need. any ideas?"
},
{
"role": "assistant",
"content": "Sure! Do you usually struggle with tangles after washing your hair?"
},
... |
[
"B000H88QOM",
"B007K449EC",
"B0094GHGQM",
"B00AE07FQI",
"B00A0IWT9C"
] | B00AE07CPM | reject | [
"B00A0J09C0",
"B00AE07CPM"
] | Hard | 1 | [
{
"role": "user",
"content": "Hey, looking for some new grooming stuff, maybe something for my hair."
},
{
"role": "assistant",
"content": "Sure, I can help with that. What kind of hair issues are you dealing with?"
},
{
"role": "user",
"content": "I've been using that scalp therapy ... |
[
"B003VMXSIK",
"B004SSC738"
] | B004T49ZEK | accept_more | [
"B004T49ZEK",
"B003VGMOR2"
] | Hard | 0 | [
{
"role": "user",
"content": "I really liked those Gelish polishes I picked up before, got any new colors to recommend?"
},
{
"role": "assistant",
"content": "You might like <<Harmony Gelish UV Soak Off Gel Polish Jet Set>>—it's a UV soak-off color gel with a brush applicator."
},
{
"rol... |
[
"B003282VZE",
"B004DIXYUI",
"B005O54SVS",
"B001KYO5RE",
"B004JZT328"
] | B001EUS8G8 | reject | [
"B0030O3VRW",
"B001EUS8G8"
] | Really hard | 2 | [
{
"role": "user",
"content": "just looking around for stuff, not sure what i need"
},
{
"role": "assistant",
"content": "Just browsing? You liked eye products before, maybe <<NYX Cosmetics Eye Shadow Base, White, 0.21 Ounce>> could work?"
},
{
"role": "user",
"content": "Do you have ... |
[
"B0002YE8V6",
"B000GUZ8HY",
"B001E6G6FC",
"B003F2T0M4",
"B003V21WO2",
"B000GFZWDO",
"B0010XUU9M",
"B000F5AG5E",
"B002RDBL7Y",
"B005TI7LD2",
"B005TI7NPI",
"B0020122ZS",
"B009XRF9M0",
"B005TI7NQ2",
"B00A0IWTEW",
"B00AE07FXQ",
"B005TI7NQW",
"B00AO4EBOI",
"B00ALV8EJW",
"B00ALV8EKQ"... | B00AO4EL34 | null | [
"B00AO4EL34"
] | Easy | 1 | [
{
"role": "user",
"content": "I've been loving that facial wash gel I got from you, but I need something for midday oil control."
},
{
"role": "assistant",
"content": "Got it, let's look at some options for keeping your face fresh."
},
{
"role": "user",
"content": "Do you have anythi... |
[
"B000A35L56",
"B0028C6UO8",
"B004YBW5T0"
] | B0033Z0KDG | null | [
"B0033Z0KDG"
] | Easy | 0 | [
{
"role": "user",
"content": "I've been using that grapefruit tint from before but want a light foundation that matches my skin and helps with fine lines."
},
{
"role": "assistant",
"content": "Sure, I can look for a tone-matching base with age-defying ingredients."
},
{
"role": "user",
... |
[
"B003ILUQPM",
"B005Y6F4WO",
"B006OMHR1S",
"B0082XRJXS"
] | B008AMKZUU | null | [
"B008AMKZUU"
] | Easy | 1 | [
{
"role": "user",
"content": "I'm looking for more nail stamping plates, I really liked that Bundle Monster set I got a while back."
},
{
"role": "assistant",
"content": "Awesome! Are you wanting a newer collection with more designs?"
},
{
"role": "user",
"content": "Yeah, I want a 2... |
[
"B00CIUZ3BQ",
"B00CSS9ZHG",
"B00DU2MN5U",
"B00EV8AS86",
"B009LOJ5MA",
"B00FSAT2CY",
"B00ANJQ8RC"
] | B00DLRNSSK | null | [
"B00DLRNSSK"
] | Hard | 0 | [
{
"role": "user",
"content": "I've been using that firming eye cream and my argan oil, but noticing some scars from weight changes. Not sure creams really work though."
},
{
"role": "assistant",
"content": "Yeah, lots of creams are hype, but some have real independent testing."
},
{
"rol... |
[
"B00005NASR",
"B004INUWX0",
"B007RTR9FQ",
"B00639DLV2",
"B00AE07GX0",
"B001ECQ4OY"
] | B00AFCP6F2 | null | [
"B00AFCP6F2"
] | Medium | 0 | [
{
"role": "user",
"content": "I'm just browsing for some new grooming things, maybe something to go with my shea shampoo and oat lotion but I'm not sure what I need."
},
{
"role": "assistant",
"content": "Got it! Are you looking more for hair care or something for your body and shower routine?"
... |
[
"B002AMUIBM",
"B002Z7EOOE",
"B007K449EC",
"B00A0IWRRG"
] | B00A0IWRUI | reject | [
"B0020122ZS",
"B00A0IWRUI"
] | Easy | 2 | [
{
"role": "user",
"content": "I need a conditioner to pair with that Suave Moroccan shampoo I bought last time."
},
{
"role": "assistant",
"content": "Sure, I can help. Do you want a kid's formula or an adult one?"
},
{
"role": "user",
"content": "Adult, please. Just a regular condit... |
[
"B000980PGM",
"B001T8HZAA"
] | B0045YVW0E | reject | [
"B00150LT40",
"B0045YVW0E"
] | Really hard | 1 | [
{
"role": "user",
"content": "just browsing, but i really liked that daily scrub powder i got a while ago."
},
{
"role": "assistant",
"content": "awesome! are you hoping to find more skincare or maybe something for hair or nails today?"
},
{
"role": "user",
"content": "eh, not sure, ... |
[
"B00121UVU0",
"B0017SWIU4"
] | B000C1UF3Y | null | [
"B000C1UF3Y"
] | Really hard | 1 | [
{
"role": "user",
"content": "hey, just looking around, not really sure what i want tbh"
},
{
"role": "assistant",
"content": "no worries! what kinds of things have you picked up before that you liked?"
},
{
"role": "user",
"content": "i grabbed some hand cream and that drying lotion... |
[
"B00198ZPU2",
"B001B7PVRS",
"B004LEJ8R2",
"B005MG86TY",
"B00BCX7KUC",
"B001RMP7M6"
] | B004GJCN8I | null | [
"B004GJCN8I"
] | Medium | 0 | [
{
"role": "user",
"content": "I've been doing my own gels with that UV dryer and the grapefruit sparkle color I got before, but I'm not sure what else I need."
},
{
"role": "assistant",
"content": "Got it! Are you looking for something to finish off your manicure or more colors to try?"
},
{... |
[
"B001ECQ4OY",
"B00121UVU0"
] | B000I6KRIG | null | [
"B000I6KRIG"
] | Easy | 1 | [
{
"role": "user",
"content": "I've been using that oat body lotion and the working hands cream, but my feet are super dry. Got anything for feet?"
},
{
"role": "assistant",
"content": "Sure, those are good for body and hands. Are you after a full pedicure set or just a cream?"
},
{
"role... |
[
"B0001AQCII",
"B0017ZDH52",
"B002QFMY42",
"B002QB52W2",
"B000G33KEO",
"B0019N6RFO",
"B0019SWVBI",
"B001AL4DBA",
"B006H2Z58C",
"B003ILUQPM",
"B00150LT40"
] | B000PQGYOU | null | [
"B000PQGYOU"
] | Easy | 1 | [
{
"role": "user",
"content": "I've been using the Konad plates and stamp I bought earlier, but my workspace gets messy when I do nail art."
},
{
"role": "assistant",
"content": "Sounds like you've got a solid stamping setup already."
},
{
"role": "user",
"content": "Yeah, I need some... |
[
"B000YZGPKU",
"B000AO2NXS",
"B00A0IWRT4",
"B00604MSSC",
"B005TI7NPI",
"B005TI7NQW",
"B008VSYO5A",
"B009VGNYFM",
"B009YSXB3M",
"B00AAJTDLI",
"B001ECQ4OY",
"B001ECQ5CA",
"B001ECQ4JE",
"B001ECQ55M",
"B002TSA90M"
] | B00AO4E9E0 | accept_more | [
"B00AO4E9E0",
"B003RSSBXK"
] | Easy | 1 | [
{
"role": "user",
"content": "Hey, I've been happy with that men's Dove bar and my oat Vaseline lotion, just saying hi."
},
{
"role": "assistant",
"content": "Hi! Let me know if you need any recommendations."
},
{
"role": "user",
"content": "Actually I need a smoothing shampoo for my... |
[
"B000HTNBB4",
"B002DOO1VA",
"B002QFGKUQ",
"B004O3TZUK",
"B007SG2QT2",
"B00538TSMU",
"B002O0D8P8",
"B0054Y0PMK",
"B004DK5CCY",
"B005C3ZYWE",
"B001V3TVEQ"
] | B0058CJV50 | null | [
"B0058CJV50"
] | Easy | 1 | [
{
"role": "user",
"content": "I need a straightening mist for my flat iron to keep frizz down. I liked that flyaway tamer I bought but want more heat protection."
},
{
"role": "assistant",
"content": "Sure, you want something that seals shine and protects from heat, right?"
},
{
"role": ... |
[
"B000KQ9TME",
"B002UD52N0",
"B003VMJ01Y",
"B005J5SGS4"
] | B00762XYKI | null | [
"B00762XYKI"
] | Medium | 1 | [
{
"role": "user",
"content": "hey, i've been using that lactic acid hair stuff and my gelish polishes a lot, but i'm not sure what to try next."
},
{
"role": "assistant",
"content": "Got it! Are you more in the mood to pamper your hair or play with your nails right now?"
},
{
"role": "us... |
[
"B000C1UE4E",
"B002RXK1UC",
"B000KIRSAW",
"B002RTIS24",
"B002RUH3OM"
] | B005TT8TPU | null | [
"B005TT8TPU"
] | Hard | 2 | [
{
"role": "user",
"content": "I've been using up my rosemary oil and that sandalwood soap I got earlier, but I want a new scent."
},
{
"role": "assistant",
"content": "Got it. Are you looking for something else natural like those, or more of a perfume?"
},
{
"role": "user",
"content"... |
[
"B002I4Z6TG",
"B002LFLXDA",
"B000UGVVHK",
"B001ECQ3A4",
"B0017U10SI"
] | B003DKO7RG | reject | [
"B001KYPZRS",
"B003DKO7RG"
] | Easy | 2 | [
{
"role": "user",
"content": "I want a black liquid eyeliner that's easy to use. My old primer from bareMinerals was great but I need eye makeup now."
},
{
"role": "assistant",
"content": "Sure, do you prefer a fine tip or a thicker marker style?"
},
{
"role": "user",
"content": "A f... |
[
"B000REOEYM",
"B000AA5VZY",
"B00187OEWO",
"B000BK1P9E",
"B000O163JM"
] | B0002Q8W9I | null | [
"B0002Q8W9I"
] | Medium | 0 | [
{
"role": "user",
"content": "I picked up that OPI color recently but my manicure never seems to last."
},
{
"role": "assistant",
"content": "What do you usually do to prep your nails before painting them?"
},
{
"role": "user",
"content": "Honestly I just use that acetone I bought to... |
[
"B000NW4I7G",
"B0009DVMAU",
"B004DC2PM2",
"B004NYSL9Q"
] | B005BTCPRG | reject | [
"B004NYWR7S",
"B005BTCPRG"
] | Hard | 0 | [
{
"role": "user",
"content": "hey, I've been loving the gold nail set I got before, looking for something new."
},
{
"role": "assistant",
"content": "Cool, you might like <<KLEANCOLOR Techno High - Metallic Nail Lacquer Mini Collection (NPC592)>>."
},
{
"role": "user",
"content": "Ug... |
[
"B000NNCJLM",
"B000H3O90C",
"B000HJ0ICY",
"B000NE6PCA",
"B000QSDHPG",
"B0015XWQLW",
"B001J4IM5G",
"B003VV8C0A",
"B0069FDR96",
"B003E23HGU",
"B003VAIG3Y"
] | B0017KGOY8 | null | [
"B0017KGOY8"
] | Easy | 1 | [
{
"role": "user",
"content": "I'm looking for something to organize all my hair stuff like my microfiber towel and curl products."
},
{
"role": "assistant",
"content": "Sure, what kind of storage are you thinking of? Something portable?"
},
{
"role": "user",
"content": "Yeah, I want ... |
[
"B0009DT39W",
"B000W0YAOA",
"B003ILUQPM",
"B004IV7RZS"
] | B005IHEBJ6 | null | [
"B005IHEBJ6"
] | Medium | 1 | [
{
"role": "user",
"content": "hey, i'm kinda wanting to up my nail game but not sure what i need. i've been using that little nail drill i got before but feel like i need more stuff."
},
{
"role": "assistant",
"content": "Got it! Do you mostly do manicures at home or also pedicures too?"
},
... |
[
"B00A0IWTDI",
"B00AE07CTI"
] | B00AE07BI0 | null | [
"B00AE07BI0"
] | Really hard | 1 | [
{
"role": "user",
"content": "just looking around, not really sure what I want."
},
{
"role": "assistant",
"content": "no worries! what hair stuff do you usually use at home?"
},
{
"role": "user",
"content": "eh, I sometimes use that rainforest shampoo I got before, and the men's ant... |
[
"B000V70MWS",
"B001BBSK5Y",
"B001UE60E0",
"B001441QFE",
"B000C1Z6AG",
"B001V9LULM",
"B001V9LUO4",
"B004WP28UE",
"B003AY949G"
] | B001PP1LG6 | null | [
"B001PP1LG6"
] | Hard | 2 | [
{
"role": "user",
"content": "I've been using that Hauschka cleansing cream and my light Moroccanoil, but my pores still look huge. Got anything that actually works?"
},
{
"role": "assistant",
"content": "Maybe a gentle acid treatment could help. Want me to find something suitable?"
},
{
... |
[
"B000C1W2DK",
"B000AAC8VO",
"B00064A5L4",
"B000C211H2",
"B000C1UEOY",
"B000C21BT0"
] | B000C1VT0W | null | [
"B000C1VT0W"
] | Hard | 0 | [
{
"role": "user",
"content": "My apple spray from DKNY is running low and I'm picky about sweet scents."
},
{
"role": "assistant",
"content": "Sure, what occasions do you usually wear your perfumes for?"
},
{
"role": "user",
"content": "Mostly casual days, but light scents never last... |
[
"B001KYVVOO",
"B001QFDTWO",
"B0063A432W",
"B0094C5C3A",
"B009YSSLAU",
"B00A0J09G6"
] | B00AN5L8IU | reject | [
"B009RNUH7M",
"B00AN5L8IU"
] | Medium | 0 | [
{
"role": "user",
"content": "hey, i'm kinda unsure what skincare i need next, i've been using that men's face wash i got before but that's it."
},
{
"role": "assistant",
"content": "Got it! Are you mainly looking for something to moisturize or more for treating breakouts?"
},
{
"role": ... |
[
"B0017KCPU0",
"B001JKTTVQ",
"B002QANC2A",
"B004OHQR1Q",
"B0083QNBCM",
"B005V2LLXC",
"B006OMHR1S",
"B005H8PTR4"
] | B0069FDR96 | null | [
"B0069FDR96"
] | Really hard | 0 | [
{
"role": "user",
"content": "just looking at nail things again, kinda bored, no real plan"
},
{
"role": "assistant",
"content": "ha fair! what sort of look are you feeling, subtle or something fun?"
},
{
"role": "user",
"content": "something fun but easier than those stamp plates i ... |
[
"B000ASDGK8",
"B004INQ65S",
"B00008J2XQ",
"B002Y26RUE",
"B00479DRFA",
"B003B6JDZS",
"B0067YU1ES",
"B009FKNGRA",
"B007SA3CD2",
"B00CP0R5LK",
"B001DKO9JO",
"B0043OWJG2"
] | B00FU574H2 | null | [
"B00FU574H2"
] | Medium | 1 | [
{
"role": "user",
"content": "hey, i'm kinda browsing for some new hair stuff but not really sure what i need yet."
},
{
"role": "assistant",
"content": "got it! what kinds of styling products or tools have you been using lately to get an idea?"
},
{
"role": "user",
"content": "i've ... |
[
"B00013YYS0",
"B0032H2F4C",
"B009R4P0VY",
"B000ZIK9LC",
"B002MZ8BK2",
"B00A2Y2RQ4",
"B00A3HR7BA"
] | B0032H2FWO | null | [
"B0032H2FWO"
] | Really hard | 0 | [
{
"role": "user",
"content": "just browsing for nail stuff, not sure what i want tbh."
},
{
"role": "assistant",
"content": "no worries! what kind of colors do you usually wear?"
},
{
"role": "user",
"content": "i liked that lemon fizz polish i got a while back, but i'm just looking.... |
[
"B004510MT4",
"B0000Y3C3I"
] | B001CJE0Y0 | null | [
"B001CJE0Y0"
] | Medium | 0 | [
{
"role": "user",
"content": "i've been liking that strawberry lipgloss and the Afirm stuff i bought before, but i'm kinda unsure what skincare to try next."
},
{
"role": "assistant",
"content": "got it! what's your skin type or main concern you're looking to address?"
},
{
"role": "user... |
[
"B006U95N34",
"B00IBS9QC6",
"B00IMHN0B4",
"B00IP42FBA",
"B00IJYHRAK",
"B00JJVG6HC"
] | B00CGN9LQ8 | null | [
"B00CGN9LQ8"
] | Hard | 1 | [
{
"role": "user",
"content": "I've been using that dead sea mud shampoo and my rose water toner, but my hair still gets tangled after washing."
},
{
"role": "assistant",
"content": "Sounds like you could use a tool to help with knots post-shower."
},
{
"role": "user",
"content": "Yea... |
[
"B000Z91JAQ",
"B00014HF94",
"B000092OX4",
"B000P276AK",
"B001F51T3Q",
"B000127VFE",
"B00IG8ZS1E",
"B00IG9L8QM",
"B00HDPR7G0"
] | B00IP42FBA | accept_more | [
"B00IP42FBA",
"B00IT69F62"
] | Medium | 0 | [
{
"role": "user",
"content": "hey, i'm kinda just browsing and not sure what i need, but i've been liking that rosewater cream and the mud mask i got before."
},
{
"role": "assistant",
"content": "No problem! Are you mainly wanting more hydration or maybe something for scarring and spots?"
},
... |
[
"B000052YQ2",
"B0009ML5M6",
"B003CTVSKC"
] | B003Y55NXM | accept_more | [
"B003Y55NXM",
"B004YRTZG0"
] | Really hard | 1 | [
{
"role": "user",
"content": "hey, just kinda looking around for something for my hair, not sure yet"
},
{
"role": "assistant",
"content": "Sure! I see you've used a protein conditioner with castor oil before—what are you hoping to improve now?"
},
{
"role": "user",
"content": "eh, j... |
[
"B0000C0XL8",
"B000ACB0C0"
] | B000ACB09I | null | [
"B000ACB09I"
] | Really hard | 0 | [
{
"role": "user",
"content": "just browsing skincare, i really liked that night cream i got before but not sure what else to try."
},
{
"role": "assistant",
"content": "nice! what are you hoping to improve now—maybe texture, brightness, or fine lines?"
},
{
"role": "user",
"content":... |
[
"B000S7ZT6U",
"B002L6M068"
] | B002XHACTM | null | [
"B002XHACTM"
] | Hard | 0 | [
{
"role": "user",
"content": "I loved that quick-dry Maybelline nail color and the loose bronzer I picked up earlier, but I'm wary about eye stuff."
},
{
"role": "assistant",
"content": "Those are great picks. Texture can be tricky with eyeshadow though."
},
{
"role": "user",
"conten... |
[
"B000NIAAMC",
"B000NJE0PO"
] | B0006O4MCM | null | [
"B0006O4MCM"
] | Medium | 0 | [
{
"role": "user",
"content": "I'm kinda unsure what to get for my skin, but I really liked that lip treatment I bought from you guys before."
},
{
"role": "assistant",
"content": "Nice! Are you mainly looking for something for your lips again or more for your face?"
},
{
"role": "user",
... |
[
"B0021W4WUE",
"B00563K6VO"
] | B005Q06WBU | accept_more | [
"B005Q06WBU",
"B004ABTM2C",
"B0012HSPV6"
] | Really hard | 1 | [
{
"role": "user",
"content": "just scrolling, i did like that Avon face wash i got but no clue what to look for now."
},
{
"role": "assistant",
"content": "Cool! And you had that black and red heat glove too. Want me to find something for your skin routine today?"
},
{
"role": "user",
... |
[
"B002KMXO36",
"B002LFLP2E",
"B002NN6WZE",
"B003H83U36",
"B00518N0EO"
] | B005SD1YVS | null | [
"B005SD1YVS"
] | Medium | 0 | [
{
"role": "user",
"content": "I'm just looking around, I really liked that mauve plumping gloss I got from you before."
},
{
"role": "assistant",
"content": "Gotcha! Are you hoping to find another lip product or something different this time?"
},
{
"role": "user",
"content": "Not tot... |
[
"B0002260L4",
"B000VWP3GS",
"B000C1Z1HE",
"B001F51PXA",
"B0016OCTDU",
"B003AYEG9Y",
"B003V21WO2",
"B002XQ1VAM",
"B003V265QW"
] | B00AO4E9E0 | null | [
"B00AO4E9E0"
] | Medium | 1 | [
{
"role": "user",
"content": "I've been using that solid shampoo bar I got from LUSH but not sure what to try next for my hair."
},
{
"role": "assistant",
"content": "Got it! Are you looking for something to tame frizz or more for daily cleansing?"
},
{
"role": "user",
"content": "Ho... |
[
"B000BFTAMS",
"B002PML1M2"
] | B004HOB5IQ | null | [
"B004HOB5IQ"
] | Really hard | 2 | [
{
"role": "user",
"content": "just looking around, not sure what i need tbh."
},
{
"role": "assistant",
"content": "got it! did you have a skincare routine you liked before, like a moisturizer maybe?"
},
{
"role": "user",
"content": "i used that thick cream for dry skin a while back ... |
[
"B00GW61EB0",
"B00IT1HKV4",
"B00ITAANDW",
"B00FFANXMM",
"B00GP2N66W",
"B00IT69F62",
"B00JQ12U0M",
"B00JQ2UXOQ"
] | B00IU2C148 | reject | [
"B00K1GQW5K",
"B00IAMTLS2",
"B00IH49VBU",
"B00IU2C148"
] | Really hard | 2 | [
{
"role": "user",
"content": "just browsing for some stuff for my face, not sure what yet."
},
{
"role": "assistant",
"content": "got it! have you been using anything lately that you liked? maybe something from your shelf?"
},
{
"role": "user",
"content": "eh, i’ve got a few things i... |
[
"B001LF4I8I",
"B001NP8JRM",
"B002PBLH3Q",
"B001H98A3C"
] | B000KVH1QU | null | [
"B000KVH1QU"
] | Hard | 0 | [
{
"role": "user",
"content": "I've been happy with that ceramic hair straightener I bought, but my hair gets greasy fast. Not sure I need any new hair stuff though."
},
{
"role": "assistant",
"content": "Got it. How often do you wash your hair between styling sessions?"
},
{
"role": "use... |
[
"B000A35L56",
"B0028C6UO8",
"B004YBW5T0",
"B0033Z0KDG",
"B0026I8M72"
] | B0002B0R14 | null | [
"B0002B0R14"
] | Hard | 1 | [
{
"role": "user",
"content": "I've been loving my pink grapefruit lip tint and that raw shea butter from Ghana, but I need something different now."
},
{
"role": "assistant",
"content": "Nice! What kind of product are you looking for these days?"
},
{
"role": "user",
"content": "Just... |
[
"B000CPIMNA",
"B0002RPTX4",
"B0009V1YR8",
"B0000536F0",
"B00008J2XQ",
"B000N36QHA",
"B0007CXX82",
"B001EJOPW0",
"B000P20JWW",
"B001ET7J6E",
"B0010A9RYO",
"B001BQXTQO",
"B000VPPUEA",
"B00012NEYG",
"B000BRGAOM",
"B001A5S3BM",
"B001ET76EY",
"B0006Q3NTS",
"B0009MYMJY",
"B000R961M0"... | B001ECQ4YO | null | [
"B001ECQ4YO"
] | Easy | 1 | [
{
"role": "user",
"content": "I need a new body wash, something freshening. I've been using my Pond's exfoliating face wash but want a different feel."
},
{
"role": "assistant",
"content": "Got it, what kind of scent are you after?"
},
{
"role": "user",
"content": "I want a light, cl... |
[
"B0027VCNGO",
"B006GQPZ8E"
] | B004TSF8R4 | reject | [
"B0043OYFKU",
"B004TSF8R4"
] | Hard | 1 | [
{
"role": "user",
"content": "hey, i'm looking to add something to my makeup bag, not like that quick-dry top coat i got before."
},
{
"role": "assistant",
"content": "Got it! What kind of product are you thinking of trying out?"
},
{
"role": "user",
"content": "maybe a skincare or b... |
[
"B00G2TQNZ4",
"B00H93NJLS",
"B00G5WO2VK"
] | B00K2O3NV2 | null | [
"B00K2O3NV2"
] | Hard | 0 | [
{
"role": "user",
"content": "I've been using that vitamin c serum and my argan oil, but I'm not convinced another face serum would do much. Feels like hype."
},
{
"role": "assistant",
"content": "I hear you, but not all serums are the same. Some target fine lines differently."
},
{
"rol... |
[
"B000YZ4MSC",
"B000GHWSG6",
"B002ON11RW"
] | B003DVNKU0 | null | [
"B003DVNKU0"
] | Medium | 1 | [
{
"role": "user",
"content": "I'm kind of unsure what to get next, but I really liked that warm eyeshadow palette I picked up before."
},
{
"role": "assistant",
"content": "Gotcha! Are you thinking of staying with eye makeup or wanting to try something like blush?"
},
{
"role": "user",
... |
[
"B0007CXXE6",
"B00005304H",
"B0006ZHCK0",
"B001F51RL0",
"B001E96NYS",
"B000GCZZZC"
] | B004600K00 | accept_more | [
"B004600K00",
"B0009WY54G",
"B001EVUXY2"
] | Medium | 0 | [
{
"role": "user",
"content": "I'm kinda unsure what to try for my hair, I've been using that brunette glosser from before but want a new shampoo. Any thoughts?"
},
{
"role": "assistant",
"content": "Got it! Are you looking more for smoothness or added volume in a shampoo?"
},
{
"role": "... |
[
"B0039YQG1Q",
"B0058GW8HE",
"B005XIDZHO"
] | B008YPNSNE | null | [
"B008YPNSNE"
] | Easy | 1 | [
{
"role": "user",
"content": "I've loved those false lashes I bought, but now I need some tiny rhinestones for nail art."
},
{
"role": "assistant",
"content": "Sure, are you after a mixed pack of small gems?"
},
{
"role": "user",
"content": "Yeah, a big assortment around 1.5mm would ... |
[
"B002AMUIBM",
"B004YZMKLE",
"B008MP481M",
"B001ECQ4YO",
"B004Z209HS",
"B00604MSSC",
"B00A0IWSN4",
"B000AO2NXS",
"B0020122ZS",
"B005TI7LD2",
"B005TI7NPI",
"B005TI7NQ2",
"B00A0IWTEW",
"B00AE07FXQ",
"B00A0IWRRG",
"B00A0IWRT4",
"B00A0IWRU8",
"B00A0IWRUI",
"B00AE07IEM",
"B00AE07GX0"... | B00DUUGR72 | null | [
"B00DUUGR72"
] | Easy | 1 | [
{
"role": "user",
"content": "I've been using my dry oil conditioner and leave-in foam but want a face treat now."
},
{
"role": "assistant",
"content": "Sure, what kind of face treat are you after?"
},
{
"role": "user",
"content": "Something natural that hydrates and helps fine lines... |
[
"B004Z40048",
"B004EDYQX6"
] | B005I8RH78 | null | [
"B005I8RH78"
] | Easy | 0 | [
{
"role": "user",
"content": "I liked those soft false lashes and the Burt's Bees foot kit I bought. I need a natural shampoo without harsh chemicals."
},
{
"role": "assistant",
"content": "Nice! Are you looking for something SLS-free?"
},
{
"role": "user",
"content": "Yes, exactly, ... |
[
"B002WTC37A",
"B002WTC38E"
] | B004Y5M8QQ | null | [
"B004Y5M8QQ"
] | Hard | 1 | [
{
"role": "user",
"content": "I've been using that macadamia mask and shampoo I got, but my hair still feels dry. Not sure new products actually help."
},
{
"role": "assistant",
"content": "Makes sense. Sounds like you have normal hair needing repair, I can suggest something else."
},
{
... |
[
"B000UVZU1S",
"B0012J30LY",
"B009YSTOAG",
"B000F63TW0",
"B000P22TIY"
] | B000U5O650 | null | [
"B000U5O650"
] | Easy | 0 | [
{
"role": "user",
"content": "I've been using my collagen face moisturizer and my sculpting cream, but I need something to tone my skin without stripping it."
},
{
"role": "assistant",
"content": "Got it. Are you looking for something gentle, maybe without harsh ingredients?"
},
{
"role"... |
[
"B007JT7AIA",
"B007JT7AIK",
"B007RTR8T8",
"B007K449EC",
"B000AO2NXS"
] | B00AE07B9O | accept_more | [
"B00AE07B9O",
"B00GTBZHCA"
] | Hard | 1 | [
{
"role": "user",
"content": "My anti-dandruff shampoo from before is running low."
},
{
"role": "assistant",
"content": "Sure, I can help you find a replacement."
},
{
"role": "user",
"content": "I also liked that sensitive skin body wash I got earlier, so I prefer gentle stuff."
... |
[
"B007JT7AGC",
"B007K449CE",
"B007RTR8T8",
"B007RTR8A2",
"B007K449EC",
"B007JT7AIA",
"B007RTR8UM",
"B007JT7AIK",
"B00AE07EIM",
"B006RFZ8NG",
"B00A0J084Y",
"B000E0K7NQ",
"B00AO379NE",
"B00AYSXBPO",
"B00A0J09GG",
"B00A0J09G6",
"B00A0J09C0"
] | B00AHF1GTM | reject | [
"B00ALV8EL0",
"B00AHF1GTM"
] | Easy | 0 | [
{
"role": "user",
"content": "I've been using that Dove men's shave gel I bought and need a new disposable razor."
},
{
"role": "assistant",
"content": "Got it! Anything else you're looking for today?"
},
{
"role": "user",
"content": "No, just a razor for now."
},
{
"role": "... |
[
"B0073SBJPC",
"B0006FMK98",
"B0013B2H4W",
"B001G7GR5S"
] | B001ET7FL8 | reject | [
"B002QI1E9K",
"B001ET7FL8"
] | Hard | 1 | [
{
"role": "user",
"content": "Hey, I've been using that fragrance-free shampoo and the gentle cleanser refill I bought, but looking for something new."
},
{
"role": "assistant",
"content": "Got it. What kind of product are you in the mood for today?"
},
{
"role": "user",
"content": "... |
[
"B000ULRD1S",
"B001B1MFM8"
] | B001BKO2ZC | null | [
"B001BKO2ZC"
] | Easy | 1 | [
{
"role": "user",
"content": "I really liked that retinol night cream I picked up before, but my skin's been super dry during the day."
},
{
"role": "assistant",
"content": "Got it! So you're looking for a daytime moisturizer to pair with it?"
},
{
"role": "user",
"content": "Yeah, I... |
[
"B006UEUGWM",
"B006UEUHLC"
] | B006UEUI8E | null | [
"B006UEUI8E"
] | Easy | 1 | [
{
"role": "user",
"content": "I really liked the pink and berry Maybelline stain glosses I got before. I want another shade of that same long-wear gloss."
},
{
"role": "assistant",
"content": "Got it! Those are the Superstay 10 hour stain glosses. Are you looking for a bolder color?"
},
{
... |
[
"B002RTA8YU",
"B007RTR89S",
"B0081E6X1W",
"B007RTR8UC",
"B0072XT8BA",
"B0089JVEPO",
"B0089JVEOK",
"B000AO2NXS",
"B005TI7NQW",
"B00604MSSC",
"B0098JU8T2"
] | B000YZJMHS | null | [
"B000YZJMHS"
] | Medium | 0 | [
{
"role": "user",
"content": "I've been using those face cleansers and body washes I bought, but I feel like I might be missing something. Not sure what though."
},
{
"role": "assistant",
"content": "Got it! Are you looking to add anything for your hair care, like a moisturizer or styling produc... |
[
"B000UVZU1S",
"B000ZMBSPE",
"B000VDUOFM",
"B00008CMOQ",
"B001LNTNGC",
"B001S46QIM",
"B000QE5GU4"
] | B00016WW8Q | null | [
"B00016WW8Q"
] | Really hard | 1 | [
{
"role": "user",
"content": "just browsing skincare, not sure what i want. i did like that clay mask i got before though."
},
{
"role": "assistant",
"content": "nice! since you enjoyed that mask, are you hoping to deep-clean or just tone your skin these days?"
},
{
"role": "user",
"... |
[
"B0099PYDXM",
"B006H2Z5KK"
] | B005GCZ3YK | null | [
"B005GCZ3YK"
] | Hard | 1 | [
{
"role": "user",
"content": "I've been using that old Konad stamping kit and the plate I got from them, but I want something with more designs."
},
{
"role": "assistant",
"content": "Nice! What kind of designs are you looking for?"
},
{
"role": "user",
"content": "Something with a b... |
[
"B001UTK76C",
"B008CEDY5O"
] | B0090UJFYI | null | [
"B0090UJFYI"
] | Medium | 0 | [
{
"role": "user",
"content": "I've been using that Jergens glow moisturizer and really like it, but I'm kinda unsure what else my skin might need."
},
{
"role": "assistant",
"content": "Nice! Are you hoping to focus more on boosting hydration or targeting early fine lines?"
},
{
"role": ... |
[
"B000JKPDQ2",
"B009TVWB1W"
] | B00AAR9I60 | null | [
"B00AAR9I60"
] | Easy | 2 | [
{
"role": "user",
"content": "I need a new facial moisturizer. I've been happy with that gentle cleanser and eye cream I got before."
},
{
"role": "assistant",
"content": "Got it. What kind of moisturizer are you looking for?"
},
{
"role": "user",
"content": "Something gentle and goo... |
[
"B001G3VA22",
"B005IF3I2E",
"B005UFN3VS",
"B00871KNMY",
"B000AADEP8"
] | B007IY97U0 | null | [
"B007IY97U0"
] | Medium | 1 | [
{
"role": "user",
"content": "Hey, I'm just browsing for something fun to change up my look. I loved those feather extensions I got a while back but want something different."
},
{
"role": "assistant",
"content": "Nice! Are you thinking more about hair accessories or maybe a full wig for costume... |
[
"B0019LWU2K",
"B001DKGJQU",
"B002LSTMB2",
"B00128WK4I",
"B00CELI1K4",
"B0009N35D2",
"B002P3L08Q",
"B000C230QC",
"B000JLEZN8",
"B0000530NA",
"B000EGK528",
"B00008ZPGA",
"B0001TMDF0",
"B000PSTSSC"
] | B001DK4HRS | null | [
"B001DK4HRS"
] | Easy | 1 | [
{
"role": "user",
"content": "I've been using that mud mask I got, but I need a daily foaming gel cleanser for my oily skin and face brush."
},
{
"role": "assistant",
"content": "Sure, do you want something gentle and pH-balanced?"
},
{
"role": "user",
"content": "Yeah, something tha... |
[
"B0037MKHBA",
"B004675BIE",
"B00766SH60"
] | B003I329EG | null | [
"B003I329EG"
] | Hard | 1 | [
{
"role": "user",
"content": "hey, i really liked that persimmon lip color i got before. it's running low and i'm picky about replacements."
},
{
"role": "assistant",
"content": "sure, what kind of finish do you usually prefer?"
},
{
"role": "user",
"content": "something creamy, not ... |
[
"B002VH64KA",
"B003EBNLIA",
"B003H83U36",
"B003HG4GQI",
"B004S3PW76",
"B005OZFV50",
"B005OZGDO8"
] | B0058GW8HE | reject | [
"B005OZW3ZG",
"B005OZM810",
"B0058GW8HE"
] | Hard | 0 | [
{
"role": "user",
"content": "I've been using that slim lip liner and the tapered blending brush I bought, but I want something new for my eyes."
},
{
"role": "assistant",
"content": "You might try <<Sigma F05 - Small Contour>>."
},
{
"role": "user",
"content": "This isn't quite righ... |
[
"B004ITB3IW",
"B000CED0VK",
"B003IIJH3M",
"B004HYLRA2",
"B005R4LSX2",
"B006ZUNMLS",
"B00787QT6W",
"B002YR2D5W",
"B004ZZXPEY",
"B006UET5UG",
"B004R6CAGU",
"B002LBE796",
"B002LHIQKQ",
"B004HI5H4U",
"B0079RQ0EM",
"B006BW34TA",
"B005HNXJOY",
"B0020YLEYK",
"B003UNP20W",
"B005V1G1R4"... | B005EIIEQA | reject | [
"B005P11F4O",
"B008K21OSC",
"B005EIIEQA"
] | Hard | 1 | [
{
"role": "user",
"content": "I've been liking my Sigmax duo and that Nicki lipstick, but I want something different now."
},
{
"role": "assistant",
"content": "You might like <<Sigma F70 - Concealer>>."
},
{
"role": "user",
"content": "Not really my style."
},
{
"role": "ass... |
[
"B000SIGZB2",
"B003NXX58K",
"B000MT1GHA"
] | B0009OAI1S | null | [
"B0009OAI1S"
] | Hard | 2 | [
{
"role": "user",
"content": "I've been using that lavender soap and the body powder I got earlier, but I feel like trying a new scent."
},
{
"role": "assistant",
"content": "Sure, are you looking for something floral or spicy?"
},
{
"role": "user",
"content": "I want something flora... |
[
"B001EM1BBK",
"B000LJ39TY",
"B0012C7POY",
"B003V21WO2",
"B004D267RG",
"B0013KYRIM",
"B0018DAUKI",
"B004IS73O6",
"B000KFX10G"
] | B001T8W5EQ | null | [
"B001T8W5EQ"
] | Really hard | 1 | [
{
"role": "user",
"content": "just browsing, not really sure what i need. i liked that leave-in conditioner i bought before though."
},
{
"role": "assistant",
"content": "nice! do you have thick hair and want something for styling or more care?"
},
{
"role": "user",
"content": "i gue... |
[
"B0010A9RYO",
"B0028K3J9O"
] | B0039NMCPG | null | [
"B0039NMCPG"
] | Medium | 1 | [
{
"role": "user",
"content": "hey, i'm kinda looking for something new for my skin but not sure what. i've been using that bamboo scrub i got and my olay eye roller."
},
{
"role": "assistant",
"content": "Got it! Do you feel like you want more hydration or more firming for your face?"
},
{
... |
[
"B0043ZJQSA",
"B000V2FB88",
"B001WW8NFY",
"B002BFIH2U",
"B000052YJM",
"B002SIF4Z8",
"B003A777LA",
"B005J5TIYK",
"B001CMT83A",
"B005XY43IS",
"B0094Q3P8K",
"B003Q33DP2",
"B005J5T5VG",
"B006HJRQ1O",
"B006L1DNWY"
] | B004NMTMUK | null | [
"B004NMTMUK"
] | Hard | 1 | [
{
"role": "user",
"content": "I've been messing with the gel colors and brushes I got before, but my mani chips too fast. Got anything bolder that lasts?"
},
{
"role": "assistant",
"content": "Sure, what kind of finish are you after? I can find something that holds up better."
},
{
"role... |
End of preview.
For each user we take a Stage-1 sequence (Abner0803/Amazon-Beauty-S1), hold out the next item as the target, and prompt an LLM (tencent/hy3:free via OpenRouter, temperature 0.7) to write a dialogue in which a seeker gradually reveals intent and the recommender arrives at that item.
The generator receives the user's purchase history and the target, and is told the flow to follow, the persona, and a difficulty level.
Roughly 30% of dialogues are given a refinement flow, split evenly between the two intents. In reject dialogues the items offered and turned down are the Stage-1 recommender's own top beam predictions — its genuine wrong guesses — rather than random distractors, so the rejected items are plausible mistakes a model would actually make.
Statistics
| Dialogues: train / valid / test | 4,846 / 484 / 972 |
| Turns per dialogue: mean / median / range | 7.4 / 8 / 4–16 |
ref_type: plain / reject / accept_more |
4,458 / 943 / 901 |
| Recommendation turns per dialogue: 1 / 2 / 3 / 4 | 4,458 / 1,154 / 517 / 173 |
level: Easy / Medium / Hard / Really hard |
1,551 / 1,550 / 1,601 / 1,600 |
| Distinct items appearing: train / valid / test | 8,178 / 2,611 / 4,688 |
Schema
{"conversation": [{"role": "user", "content": "..."},
{"role": "assistant", "content": "... <<Item Title>> ..."}],
"gold_turn": 3,
"rec_turns": [1, 3],
"history": ["B0009V8N5E", "B000CST4FC", ...],
"target": "B0000530ED",
"rec_chain": ["B005TI7L6O", "B0000530ED"],
"ref_type": null,
"level": "Easy"}
conversation— alternating user/assistant turns. There is no system message; add your own. A recommended item appears inline in the assistant's text as<<Item Title>>.rec_turns— indices of every assistant turn that recommends.rec_chain— the ASINs of those items, in the same order.history,target— ASINs; join againstitem_map.jsonlfor titles and semantic IDs.level— the difficulty the generator was asked to write to; roughly balanced, and a convenient stratifier.
gold_turn is not always the last recommendation
gold_turn indexes conversation directly. Which turn it points at depends on
the intent, and assuming "the last recommendation" is wrong for a seventh of the
data:
ref_type |
shape | gold_turn |
|---|---|---|
null |
one recommendation, which is the target | the only one |
reject |
wrong guesses are offered and rejected, then the target | the last |
accept_more |
the target is offered and accepted, then the user asks for more like it | the first |
Other caveats
- Rejections carry no reason. They are drawn from eight fixed content-free
phrasings (
"I don't like it.","Not really my style.", …), and accept-more from five ("Nice, show me one more like this.", …). The information in a rejection is exactly "not this item"; nothing directional can be learned from it. Intent-directional refinement needs a different generation setup. - 3.3% of recommendation turns contain only the
<<Item Title>>marker with no surrounding sentence. - Dialogues are synthetic. They are fluent but templatic: openers repeat, and the recommender's probing questions follow a small number of shapes.
- Targets inherit Stage-1's property that purchases mix categories, so some dialogues arrive at an item only loosely related to the stated need.
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