{ "cases": [ { "candidate_pool": { "error_candidates": 0, "expected_candidates": 229, "family_stats": { "icl": { "error": 0, "expected": 96, "score_max": 0.15, "score_mean": 0.0026041666666666665, "score_median": 0.0, "score_min": 0.0, "valid": 96 }, "no_icl": { "error": 0, "expected": 24, "score_max": 0.16, "score_mean": 0.012083333333333335, "score_median": 0.0, "score_min": 0.0, "valid": 24 }, "oracle": { "error": 0, "expected": 1, "score_max": 1.0, "score_mean": 1.0, "score_median": 1.0, "score_min": 1.0, "valid": 1 }, "prefix": { "error": 0, "expected": 72, "score_max": 0.83, "score_mean": 0.3329166666666665, "score_median": 0.32, "score_min": 0.0, "valid": 72 }, "refine": { "error": 0, "expected": 36, "score_max": 1.0, "score_mean": 0.3947222222222223, "score_median": 0.43, "score_min": 0.0, "valid": 36 } }, "privileged_candidates": 109, "sampled_candidates": [ { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen4b/icl0", "judge_key_points": "1) Primitive early talkie with bare\u2011bones production values. 2) Mixed acting assessment: Jean Arthur is less attractive and still in training, Joel McCrea is attractive and gives a standard performance. 3) Some scenes (fishing industry) are interesting while fight scenes are lame; overall the movie is mildly interesting and worth watching.", "judge_score": 0.0, "judge_thought": "The generated response does not mention the primitive production, instead claims a high\u2011quality 1280p Blu\u2011ray transfer, contradicting the low\u2011budget description (m0.0). It praises both Jean Arthur and Joel McCrea, opposite to the ground truth's mixed acting assessment (m0.0). It calls the film a 'must\u2011own' masterpiece, ignoring the modest, mildly interesting tone and the critique of fight scenes (m0.0). Coverage C = 0.0. The response adds unrelated, speculative details about a Blu\u2011ray release that are not in the ground truth, introducing significant irrelevant content, so penalty P \u2248 0.8. Final score = max(0, 0.0\u20110.8) = 0.", "model": "Qwen/Qwen3.5-4B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "Finally, a 1280p Blu-ray release that actually looks good! I've been waiting for Alpha Video to get this one right, and they delivered. The transfer is incredibly sharp for a 1940s B-movie, with excellent detail in the black and white footage. The audio is clear and crisp, making George Archainbaud's direction and the performances by Jean Arthur and Joel McCrea really pop. It's a short film, but it's a must-own for any classic cinema fan.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "icl", "gen_label": "qwen4b/icl4", "judge_key_points": "1) The film is a primitive early talkie with low production values. 2) Jean Arthur is not as attractive and is still an actress-in-training. 3) Joel McCrea is attractive and gives a standard performance. 4) Some fishing industry scenes are interesting while fight scenes are lame; overall the movie is mildly interesting but worth watching.", "judge_score": 0.0, "judge_thought": "The generated response describes the film as charming and engaging, praises Jean Arthur's performance, claims excellent picture quality, and highly recommends it, which contradicts the ground truth's low production value, criticism of Jean Arthur's appearance, and only mildly positive overall assessment; thus it matches none of the key points (near 0 for each) and adds contradictory positive content, leading to a high penalty. Final score is 0.", "model": "Qwen/Qwen3.5-4B", "n_icl": 4, "privileged": null, "refine_round": null, "response": "A charming and surprisingly engaging adventure from the golden age of Hollywood. Jean Arthur shines in this role, and the chemistry with Joel McCrea is delightful. The story of the silver miners is a bit unusual, but the film's lighthearted tone keeps it from feeling too heavy. The sound and picture quality are excellent for a classic. I highly recommend this one for fans of the genre or anyone looking for a fun, nostalgic ride.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "prefix", "gen_label": "qwen4b/prefix0.25", "judge_key_points": "1) Primitive early talkie with bare\u2011bones production values and routine acting. 2) Jean Arthur is less attractive and still an actress\u2011in\u2011training. 3) Joel McCrea is attractive and gives a standard performance. 4) Fishing industry scenes are interesting but fight scenes are lame. 5) The movie is mildly interesting and worth watching.", "judge_score": 0.32, "judge_thought": "The generated response matches the primitive early talkie description well (\u22480.9) and notes Jean Arthur is not as good (\u22480.7) but adds miscasting not in the ground truth. It downplays Joel McCrea's performance (\u22480.5) and omits the specific comments about fishing and fight scenes (0). It calls the film a decent oldie, which loosely aligns with 'mildly interesting' (\u22480.5). Overall coverage \u22480.52 and there is some extra speculative content, giving a penalty \u22480.2. Final score = 0.52\u20110.2 \u2248 0.32.", "model": "Qwen/Qwen3.5-4B", "n_icl": 8, "privileged": "prefix", "refine_round": null, "response": "Primitive, early talkie production. Bare-bones production values and routine acting. Jean Arthur is not as good here as she was in other films, and she is miscast in this role. Joel McCrea is not a bad actor, but his performance here is somewhat flat. The story is forgettable and the plot is a bit silly. A decent oldie, but nothing special.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen4b/refine2", "judge_key_points": "1) Primitive early talkie with low production values. 2) Jean Arthur is less attractive and still in training; Joel McCrea is attractive and gives a standard performance. 3) Fishing industry scenes are interesting while fight scenes are lame. 4) Overall the movie is mildly interesting and worth watching.", "judge_score": 0.75, "judge_thought": "The generated response captures the primitive talkie and low production values (match 1.0), notes Jean Arthur looks less polished and Joel McCrea gives a standard performance (match ~0.9), correctly describes the fight scenes as bland and fishing scenes as interesting (match 1.0), and gives a generally positive but slightly more critical overall impression (match ~0.7). Extra commentary about it being a 'charming throwback' and 'dated experience' is mild speculation but not contradictory, so a small penalty ~0.15 is applied. Final score = 0.9 - 0.15 = 0.75.", "model": "Qwen/Qwen3.5-4B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "An early, primitive talkie with low production values. Jean Arthur looks less polished here than in her later work, and her performance, while decent, lacks the depth she brought to later roles. Joel McCrea offers a standard performance, and the supporting cast is competent but forgettable. The fight scenes are particularly bland and unconvincing. However, the fishing-industry scenes are interesting. It's a charming throwback in spirit, but the technical limitations of the era make it a somewhat dated experience.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad" ], "family": "oracle", "gen_label": "oracle/gold", "judge_key_points": "1) Describes the film as a primitive early talkie with bare\u2011bones production values and routine acting. 2) Notes Jean Arthur is less attractive than later and still in training. 3) Says Joel McCrea is attractive and gives a standard performance. 4) Mentions fishing industry scenes are interesting while fight scenes are lame. 5) Concludes the movie is mildly interesting but worth watching.", "judge_score": 1.0, "judge_thought": "The generated response exactly repeats the ground truth, matching all five key points perfectly with no extra or conflicting content, so coverage=1.0 and penalty=0.0, final score=1.0", "model": "verbatim-target", "n_icl": 8, "privileged": "gold", "refine_round": null, "response": "Primitive, early talkie production. Bare-bones production values and routine acting. Jean Arthur is not as attractive as in her later movies, and she\u2019s still an actress-in-training in this film. Joel McCrea is always attractive and delivers a standard performance. Scenes of the fishing industry are interesting, but the fight scenes are lame. The movie is mildly interesting but worth watching.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen35b/icl0", "judge_key_points": "1) The film is a primitive early talkie with low production values. 2) Jean Arthur is unattractive and still in training, while Joel McCrea is attractive and gives a standard performance. 3) The movie is mildly interesting, worth watching despite some lame fight scenes.", "judge_score": 0.0, "judge_thought": "The generated response fails to reflect the low\u2011budget, primitive nature (only mentions 'no\u2011frills' but overall praises the film), does not mention Jean Arthur's shortcomings or Joel McCrea's standard performance (instead claims good chemistry and strong acting), and only loosely aligns with the overall 'worth watching' sentiment while being overly positive; thus coverage is low (~0.27) and there is a strong penalty for contradictory, unsupported praise (~0.6), yielding a final score of 0.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "Alpha Video has done it again with this release of *The Silver Horde*. If you\u2019re a fan of Joel McCrea or just appreciate well-crafted silent-era adjacent dramas, this is a solid addition to your collection. The film itself is a tight 74 minutes, which is perfect\u2014no filler, just a straight-forward story. Jean Arthur and Raymond Hatton hold their own alongside McCrea, and the chemistry is evident. It\u2019s a classic drama that holds up surprisingly well, especially given the era. As for the disc quality from Alpha Video, you know what you\u2019re getting. It\u2019s a functional, no-frills release. The video is in black and white as expected, and the audio is clear enough via Dolby. It\u2019s not going to win any restoration awards, but for the price, it\u2019s a perfectly serviceable way to watch this film. The NTSC format and closed captions are standard and work fine. Overall, if you want to add another McCrea title to your shelf without breaking the bank, this is a worthy purchase. Simple, effective, and gets the job done. 4.0 out of 5 stars", "review_type": "generated_candidate", "sample_role": "quality_low_anchor", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen4b/refine2", "judge_key_points": "1) Primitive early talkie with low/bare\u2011bones production values and routine acting. 2) Jean Arthur is early\u2011career, not as attractive as later and still in training. 3) Joel McCrea is attractive and gives a standard performance. 4) Fishing industry scenes are interesting. 5) Fight scenes are lame/weak. 6) Overall the film is mildly interesting and worth watching.", "judge_score": 1.0, "judge_thought": "The generated response restates all six key points accurately: it calls the film a primitive early talkie with low production values and routine acting, notes Jean Arthur's early\u2011career look and lack of attractiveness, mentions Joel McCrea as always attractive, describes the fishing scenes as notable, calls the fight scenes weak, and concludes the film is mildly interesting and worth watching. No contradictory or unsupported content is added, so coverage is essentially 1.0 and penalty is 0.0, yielding a final score of 1.0.", "model": "Qwen/Qwen3.5-4B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "A primitive early talkie with low production values and routine acting. Jean Arthur appears in her early-career look, not as attractive as in her later movies and still in training, while Joel McCrea is always attractive. The fishing scenes are notable, though the fight scenes are weak. Overall, the film is mildly interesting and worth watching.", "review_type": "generated_candidate", "sample_role": "quality_high_anchor", "score_band": "High" } ], "unprivileged_candidates": 120, "valid_candidates": 229 }, "case_id": "humanual-amazon-v1:train:67d4e8f186997699c802:prompt6", "category": "Movies_and_TV", "cohort": "seen", "eval_pair_id": null, "history": { "sampled_demonstrations": [ { "date": "2004-04-10", "length_band": "Long", "length_chars": 1030, "post_id": "amzr_52a64e0006c8eefb2961e8e8e83852ffd83dccfc8c99fce0bef66ebc9be4a7e7", "product": { "category": "Movies_and_TV", "description_excerpt": "FEATURE 1-BLONDIE, FEATURE 2-BLONDIE MEETS THE BOSS, FEATURE 3-BLONDIE TAKES A VACATION, FEATURE 4-BLONDIE BRINGS UP BABY, FEATURE 5-BLONDIE ON A BUDGET.", "details": { "Actors": "Penny Singleton, Larry Simms, Arthur Lake", "Contributor": "Arthur Lake, Penny Singleton, Larry Simms", "Format": "Multiple Formats, Color, NTSC", "Language": "English", "MPAA rating": "G (General Audience)", "Media Format": "Multiple Formats, Color, NTSC", "Number Of Discs": "1", "Number of discs": "1" }, "features": [], "product_id": "B0001JXOXK", "title": "Blondie, Set 1 (Blondie / Blondie Meets the Boss / Blondie Takes a Vacation / Blondie Brings Up Baby / Blondie on a Budget)" }, "rating": 5.0, "review_type": "demonstration", "text": "This DVD is an incredible value and a real treasure. The DVD includes five complete episodes of the Blondie comedies from the 1940s for an astonishingly low price. These remastered movies have very good sound and visual quality. The comedies have also held up very well and are as funny and engaging as they were over half a century ago. Baby Dumpling and Daisy the dog are cute scene-stealers throughout the series. My teenage daughter actually laughs out loud at these comedies, and it's a nostalgic pleasure for me to watch them again after so many years. Because of the enjoyable experience of watching these comedies and the exceptional value, I'd award them more than five stars if I could. This purchase is worth many times the price I paid. (Although the DVD case lists the run time as 72 minutes, the actual run time is five times that since each episode runs a little over 70 minutes.) This DVD features \"Blondie,\" Blondie Meets the Boss,\" \"Blondie Takes a Vacation,\" \"Blondie Brings Up Baby,\" and \"Blondie on a Budget.\"" }, { "date": "2016-01-23", "length_band": "Long", "length_chars": 394, "post_id": "amzr_3152668d6184b911b6f4802c614ff392b6a4b0ff8d5fd1b78a409d9235a41db5", "product": { "category": "Movies_and_TV", "description_excerpt": "A pretty hospital night nurse (Jane Fonda) says \"I do\" to the Korean War vet (Jim Hutton) under her care. Within moments she wonders what she's done. Ralph (Tony Franciosa) wed for money five years ago but has grown to love his bride (Lois Nettleton). Except she just walked out on him. Y'all linger and look on as these pairs go through a Period of Adjustment. This splintered-souls romantic comedy from an unexpected source is very much a movie of firsts: Tennessee Williams' first comedy, director George Roy Hill's first feature, Nettleton's big-screen debut and a personal period of adjustment f", "details": { "Actors": "Tony Franciosa, Jane Fonda, Jim Hutton, Lois Nettleton, John Mcgiver", "Aspect Ratio": "1.33:1", "Contributor": "Tony Franciosa, Jane Fonda, Jim Hutton, Lois Nettleton, John Mcgiver", "Country of Origin": "USA", "Format": "NTSC", "Genre": "Comedy", "Is Discontinued By Manufacturer": "No", "Language": "English" }, "features": [], "product_id": "B006WQUJ8Y", "title": "Period Of Adjustment" }, "rating": 4.0, "review_type": "demonstration", "text": "Quirky dramedy, but quintessential Tennessee Williams. Powerful, sometimes breathtaking performances by Lois Nettleton and Anthony Franciosa. Jim Hutton and Jane Fonda, to me, seem miscast, and their performances are uneven-sometimes spot on and sometimes cringe-worthy. Overall, the film increased in interest and at the end was a very satisfying experience. Well worth the investment of time." }, { "date": "2016-01-25", "length_band": "Long", "length_chars": 420, "post_id": "amzr_cde20b662a13b9356965c85f85d46e458eda3d2a2aafa35edaa7f637f082ffcb", "product": { "category": "Movies_and_TV", "description_excerpt": "Just point her in the direction of New York's millionaires! Fresh from Missouri, plucky and ambitious Eadie Chapman (Jean Harlow) intends to bag a rich hubby without abandoning her virtue. Just act like a lady, she tells gal pal and fellow huntress Kitty (Patsy Kelly) at a swanky soiree. \"If they wanted ladies,\" Kitty says, \"they'd be home with their wives.\" As the girl from the \"Show-Me\" state, Harlow shows her comedy flair, abetted by the snappy co-scripting of her personal friend Anita Loos and by the nimble guidance of filmmaker Jack Conway, who would direct her in Libeled Lady. Lionel Bar", "details": { "Actors": "Jean Harlow, Lionel Barrymore, Franchot Tone, Lewis Stone", "Aspect Ratio": "1.33:1", "Contributor": "Lewis Stone, Jean Harlow, Lionel Barrymore, Franchot Tone, Jack Conway", "Country of Origin": "USA", "Director": "Jack Conway", "Format": "Full Screen, NTSC, Original recording remastered", "Genre": "Comedy", "Is Discontinued By Manufacturer": "No" }, "features": [], "product_id": "B005ZVIP92", "title": "The Girl from Missouri" }, "rating": 5.0, "review_type": "demonstration", "text": "If you want a good introduction to Jean Harlow, her acting and her persona, see The Girl from Missouri. Jean stars as a poor girl from a small town determined to marry a Park Avenue millionaire. Although not a top-notch actress, Jean makes up for her lack of acting ability with her beauty, her moxie, and her energy. Good screen play and intriguing plot twists make for a highly entertaining film from beginning to end." } ], "total_demonstrations": 8 }, "prompt_index": 6, "quick_eval": false, "review_strata": { "length_band": "Long", "rating": 2 }, "row_id": "humanual-amazon-v1:train:67d4e8f186997699c802", "source_line_sha256": "c3c9d297712eb2b6686fd4864af246c578f73f5b4066012c53bc4669f3bf2183", "split": "train", "split_label": "Train / seen user", "target": { "date": "2016-05-16", "length_band": "Long", "length_chars": 395, "post_id": "amzr_3f756b023c7506d1e3654879590e4968df9cde1c4b897c422337b342af8a9756", "product": { "category": "Movies_and_TV", "description_excerpt": "Young, handsome and rugged Boyd Emerson (Joel McCrea) is a washed-up gold miner, dogsledding aimlessly through Alaska with scant luck and little hope for the future until he meets Cherry Mallotte (Evelyn Brent). Cherry is an attractive woman with enough worldly knowledge and business contacts to help the young man succeed in business. She is also a woman with a dubious past, much of it kept secret. Soon, young Emerson finds himself torn between two women: Cherry, his Alaskan mentor and inspiration, and the girl back home, Mildred Wayland (Jean Arthur), the high-society debutante he was plannin", "details": { "Actors": "Jean Arthur, Raymond Hatton, Joel McCrea", "Contributor": "George Archainbaud, Joel McCrea, Raymond Hatton, Jean Arthur", "Country of Origin": "USA", "Director": "George Archainbaud", "Format": "Multiple Formats, Black & White, Closed-captioned, Dolby, NTSC", "Genre": "Classic", "Item model number": "2233423", "Language": "English" }, "features": [], "product_id": "B000286S4W", "title": "The Silver Horde" }, "rating": 2.0, "review_type": "target", "text": "Primitive, early talkie production. Bare-bones production values and routine acting. Jean Arthur is not as attractive as in her later movies, and she\u2019s still an actress-in-training in this film. Joel McCrea is always attractive and delivers a standard performance. Scenes of the fishing industry are interesting, but the fight scenes are lame. The movie is mildly interesting but worth watching." }, "uid": "amzu_041eb9212f52f326893268604d41b27b65652b11c6113de62569386a4982126d" }, { "candidate_pool": { "error_candidates": 0, "expected_candidates": 229, "family_stats": { "icl": { "error": 0, "expected": 96, "score_max": 0.1, "score_mean": 0.0020833333333333333, "score_median": 0.0, "score_min": 0.0, "valid": 96 }, "no_icl": { "error": 0, "expected": 24, "score_max": 0.0, "score_mean": 0.0, "score_median": 0.0, "score_min": 0.0, "valid": 24 }, "oracle": { "error": 0, "expected": 1, "score_max": 1.0, "score_mean": 1.0, "score_median": 1.0, "score_min": 1.0, "valid": 1 }, "prefix": { "error": 0, "expected": 72, "score_max": 0.73, "score_mean": 0.33916666666666667, "score_median": 0.33, "score_min": 0.0, "valid": 72 }, "refine": { "error": 0, "expected": 36, "score_max": 1.0, "score_mean": 0.6024166666666666, "score_median": 0.8, "score_min": 0.0, "valid": 36 } }, "privileged_candidates": 109, "sampled_candidates": [ { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen9b/icl0", "judge_key_points": "1) Purchased the card for the grandson; 2) Grandson enjoys using it with his Go camera; 3) Reviewer enjoyed watching the grandson's movies", "judge_score": 0.0, "judge_thought": "The generated response does not mention the grandson, the Go camera, or watching movies, so it fails to reflect any of the three key points (m_i = 0 for each). Coverage C = 0. It also adds extensive unrelated personal commentary, which is irrelevant and introduces unsupported details, warranting a moderate to high penalty (P \u2248 0.6). Final score = max(0, 0 - 0.6) = 0.", "model": "Qwen/Qwen3.5-9B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "Finally, a microSD card that actually lives up to its hype. I've gone through a few different brands over the years, but this PNY U3 PRO Elite is the first one that consistently hits those advertised speeds without any stuttering. I primarily use it in my action camera for 4K footage, and the 90MB/s write speed makes a noticeable difference when recording long clips. With cheaper cards, I'd often get a \"card full\" error after just a few minutes, but this one handles the data flow like a champ. The read speeds are also solid for transferring files back to my laptop. It's small, compact, and the black casing feels durable. Installation was a breeze, and I've had zero issues with compatibility on my smartphone and camera. If you need reliable storage for high-definition video or heavy app usage, this is the card to get. Highly recommended for anyone who needs performance they can trust.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "icl", "gen_label": "qwen9b/icl4", "judge_key_points": "1) Purchased the card for the grandson. 2) Grandson enjoys using it with his Go camera. 3) Reviewer enjoyed watching the grandson's movies.", "judge_score": 0.0, "judge_thought": "The generated response does not mention the grandson, the Go camera, or watching movies, so it fails to reflect any of the three key points (m_i = 0 for each). Coverage C = 0. It adds unrelated content about personal use and speed tests, which is irrelevant and speculative, warranting a penalty around 0.5. Final score = max(0, 0 - 0.5) = 0.", "model": "Qwen/Qwen3.5-9B", "n_icl": 4, "privileged": null, "refine_round": null, "response": "I have used PNY cards before and they are usually reliable. I needed a fast card for my camera and this one delivered. I ran a speed test and the write speeds were right up there with the advertised numbers. So far so good.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "prefix", "gen_label": "qwen9b/prefix0.5", "judge_key_points": "1) Bought the card for my grandson. 2) Grandson enjoys using it with his Go camera. 3) I enjoy watching some of his movies.", "judge_score": 0.33, "judge_thought": "The generated response fully matches point 1 (grandson purchase). It partially matches point 2 (mentions grandson enjoys using it for games and photos, which is a different use than the Go camera, so about 0.6). It does not mention point 3 (watching his movies) at all, so 0. The average coverage is (1+0.6+0)/3 = 0.533. The extra detail about games and photos is slightly off\u2011topic but not contradictory, giving a small penalty around 0.2. Final score = 0.533 - 0.2 \u2248 0.33.", "model": "Qwen/Qwen3.5-9B", "n_icl": 8, "privileged": "prefix", "refine_round": null, "response": "Got it for my grandson and he enjoys having it for his games and photos. Works great for him.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen9b/refine2", "judge_key_points": "1) Purchased the card for my grandson. 2) He uses it with his Go camera and enjoys it. 3) I enjoy watching some of his movies.", "judge_score": 0.9, "judge_thought": "The generated response mentions getting the card for the grandson's Go camera (matches point 1 and 2), says it works great and that he loads movies which the speaker can watch right away (matches point 3). All three key points are reflected strongly (\u22480.9 each). No extra or conflicting content is present, so penalty is 0. Final score = (0.9+0.9+0.9)/3 - 0 = 0.9.", "model": "Qwen/Qwen3.5-9B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "Got this card for my grandson's Go camera and it works great. He loads up his movies and I can watch them right away.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad" ], "family": "oracle", "gen_label": "oracle/gold", "judge_key_points": "1) Purchased the card for my grandson. 2) Grandson enjoys using it with his Go camera. 3) I enjoyed watching some of his movies.", "judge_score": 1.0, "judge_thought": "The generated response exactly repeats the ground truth, matching all three key points perfectly with no extra or conflicting content, so coverage C=1.0 and penalty P=0.0, yielding a final score of 1.0.", "model": "verbatim-target", "n_icl": 8, "privileged": "gold", "refine_round": null, "response": "Got it for my grandson and he enjoys having it with his Go camera. I enjoyed watching some of his movies.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen35b/icl0", "judge_key_points": "1) Bought the card for my grandson; 2) Grandson enjoys using it with his Go camera; 3) I enjoyed watching some of his movies", "judge_score": 0.0, "judge_thought": "The generated response does not mention the grandson, the Go camera, or watching movies, and instead provides a generic product review, so it fails to reflect any of the three key points (m_i = 0). Coverage C = 0. The content is unrelated, warranting a high penalty (P \u2248 0.9). Final score = max(0, 0 - 0.9) = 0.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "**Solid performance for the price, but don't expect flagship speeds** I picked this up to expand storage on my phone since I take a lot of photos and videos. For the price, it\u2019s a decent deal, but you need to manage your expectations regarding the \"95MB/s\" claim. **Pros:** * **Ease of use:** The included adapter works fine, though it\u2019s a bit bulky. Just be careful not to lose it. * **Reliability:** It\u2019s been in my phone for about three months now with zero corruption issues. * **Price:** Hard to beat this value for 64GB. **Cons:** * **Write speeds are slower than advertised:** I tested it on my PC, and while read speeds hovered around 80-85MB/s, write speeds maxed out closer to 60-70MB/s. It\u2019s not terrible, but if you\u2019re shooting 4K video, you might notice some stuttering or buffering. It\u2019s fine for HD, but I\u2019d look elsewhere for 4K. * **Adapter quality:** The plastic feels a bit cheap. I\u2019d recommend buying a separate, sturdier adapter if you plan to swap this card between devices often. **Verdict:** If you just need extra space for apps, photos, and 1080p video, this is a good, reliable choice. Don\u2019t buy it if you\u2019re a professional videographer or need maximum burst write speeds. It does the job for casual use. 4.0 out of 5 stars", "review_type": "generated_candidate", "sample_role": "quality_low_anchor", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen9b/refine2", "judge_key_points": "1) Purchased the card for the grandson; 2) Grandson uses it with his Go camera and enjoys it; 3) The speaker enjoys watching some of the grandson's movies", "judge_score": 1.0, "judge_thought": "The generated response states it was bought for the grandson, mentions his Go camera, and says the speaker enjoys watching his movies, matching all three key points closely (m\u22481 for each). No extra or conflicting content is present, so penalty P=0. Coverage C=1, final score =1.", "model": "Qwen/Qwen3.5-9B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "Got this for my grandson's Go camera and it works great. I've enjoyed watching his movies with him lately.", "review_type": "generated_candidate", "sample_role": "quality_high_anchor", "score_band": "High" } ], "unprivileged_candidates": 120, "valid_candidates": 229 }, "case_id": "humanual-amazon-v1:train:6f11ab1bf7edc9042d76:prompt5", "category": "Electronics", "cohort": "seen", "eval_pair_id": null, "history": { "sampled_demonstrations": [ { "date": "2012-12-30", "length_band": "Medium", "length_chars": 126, "post_id": "amzr_86a89539db8c520938d55ae5fc17f039b1b13ead6c135902aaa0c65d6bcaff19", "product": { "category": "Electronics", "description_excerpt": "This Genuine MPD Digital USA Made LMR-240 coaxial cable was developed to provide an extremely low loss alternative with the transmission characteristics of hardline coaxial cables and the flexibility required for WiFi, Ham and CB Radio installations. MPD Digital systems, designs and manufactures high performance coaxial cables, connectors and cable assemblies for a broad range of RF transmission applications. For more than 50 years, MPD Digital has been the leader in the development of new cable technologies to meet the demands of evolving RF and microwave applications. This technological, man", "details": { "Brand": "MPD Digital", "Cable Type": "Coaxial", "Color": "black", "Connector Gender": "Male", "Connector Type": "Coaxial", "Data Transfer Rate": "6 GHz", "Date First Available": "September 5, 2011", "Item Weight": "1.7 pounds" }, "features": [ "LMR240 LMR-240 is a Registered Trademark of MPD Digital Systems - This Is Genuine LMR-240", "PL-259 UHF coax cable connectors - Connects Antennas, Receivers, Meters and Radio transmitters", "50 feet of coaxial cable USA Made LMR-240 Transmission Line Coaxial Cable with Soldered-Center Silver Plated Connectors Teflon Dielectrics", "Assembled by MPD Digital in our GA production facility using MILSPEC componants" ], "product_id": "B005LA8C86", "title": "MPD Digital LMR-240 Coaxial Cable Ham or CB Radio Antenna Coax with PL-259 Connectors, 50-feet" }, "rating": 5.0, "review_type": "demonstration", "text": "In a world of look a likes that are really junk this is a really great item. Well made and does what is says. Highly recommend" }, { "date": "2013-10-17", "length_band": "Long", "length_chars": 418, "post_id": "amzr_2d20e942392ff7ee9d9160d8dac8a702623c0ed5bcf7d0b7fc9d0e8e3d664aa3", "product": { "category": "Electronics", "description_excerpt": "", "details": { "Brand": "KENTEK", "Compatible Devices": "Personal Computer", "Cooling Method": "Air", "Date First Available": "June 30, 2011", "Is Discontinued By Manufacturer": "No", "Item Dimensions LxWxH": "8.1 x 6 x 3.7 inches", "Item Weight": "0.01 Ounces", "Item model number": "4328507270" }, "features": [], "product_id": "B00598LSL8", "title": "300 Watt 300W TFX Power Supply replacement for HP Slimline S5000 Compaq Presario Acer Veriton FLX-250F1,DPS-220AB-2,DPS-250ab-28,TFX0220P5WAPC7068,FSP160-60SAV,AU847AA,AV025AA,AY553AA,375496-002,409815-001,API4PC10,409815-002,409815-003 by KENTEK" }, "rating": 4.0, "review_type": "demonstration", "text": "The power supply fit perfectly and looked well made. The only issue it didn't have two of the SATA power outlets that had long enough wires so I couldn't power up the CD/DVD burner. I soldered one on that I cut off from the old power supply and got everything working. It had two of the SATA outlets but they were close together and would not reach between the hard drive and the CD/DVD about 8 inches away." }, { "date": "2014-11-03", "length_band": "Long", "length_chars": 682, "post_id": "amzr_fcbc23910fae8e7fdc79ed8b836a6348f2226f4f8a6464b4cab644180651a44d", "product": { "category": "Electronics", "description_excerpt": "ENH202 is an 802.11n 2.4GHz Wireless Outdoor Bridge/AP with speeds up to 300Mbps with 800mW power for longer range building-to-building or IP security camera deployments.", "details": { "Brand": "EnGenius", "Color": "White", "Compatible Devices": "Security Camera", "Connectivity Technology": "Wireless", "Date First Available": "December 14, 2011", "Department": "Electronics", "Flash Memory Type": "SD", "Included Components": "See Specs" }, "features": [ "Designed For Outdoor Deployments", "Ip65 Waterproof Housing & Cable Accessory Kit Protects Against Moisture, Rain & Dew", "Compliant With 802.11n Standard For Connection Rate Up To 300mbps", "6x The Speed Of Similar 802.11g Devices" ], "product_id": "B006M1PKWY", "title": "EnGenius 11n 2.4GHz Wireless Ethernet Bridge/Access Point (ENH202)" }, "rating": 1.0, "review_type": "demonstration", "text": "This unit does not have DHCP capability when in Access Point mode. It does have an option in Access Point mode when configuring the unit. It allows you to turn it on or turn it off. With that option you would think if you selected to turn it on it would turn on DHCP.! I called the technical support number and the person said that it DOES NOT have DHCP capabilities in Access Point mode. I asked why doesn't the manual say that. No response. I explained that every other access point I have ever used (dozens of them - worked as a consultant to set these things up) he had nothing to say but thank you for calling Engenius Customer Support and the call ended." } ], "total_demonstrations": 8 }, "prompt_index": 5, "quick_eval": false, "review_strata": { "length_band": "Medium", "rating": 5 }, "row_id": "humanual-amazon-v1:train:6f11ab1bf7edc9042d76", "source_line_sha256": "396c0ee7e02c4586df4fbdd6f80b867904e18363e6f25b5b03cb7e98fc1d1201", "split": "train", "split_label": "Train / seen user", "target": { "date": "2016-06-20", "length_band": "Medium", "length_chars": 105, "post_id": "amzr_6716e572d0cc350f059cf507882ca2d773447862c4a5e77df784d2b495730e4a", "product": { "category": "Electronics", "description_excerpt": "Capture the Action and Relive the Moment with PNY U3 PRO Elite microSDXC Card (P-SDU64GU395PRO-GE), with amazing speeds of up to 95MB/s Read / 90MB/s Write for the most extreme and demanding video shooting and conditions.", "details": { "Brand": "PNY", "Color": "Black", "Compatible Devices": "Smartphone", "Date First Available": "November 19, 2015", "Flash Memory Type": "Micro SD", "Item Dimensions LxWxH": "5.28 x 3.91 x 0.45 inches", "Item Weight": "0.798 ounces", "Item model number": "P-SDUX64U395PRO-GE" }, "features": [], "product_id": "B017WL4280", "title": "PNY U3 PRO Elite MicroSD Card (Up-to 95MB/S Read / 90MB/S Write Speeds),64GB (P-SDUX64U395PRO-GE)" }, "rating": 5.0, "review_type": "target", "text": "Got it for my grandson and he enjoys having it with his Go camera. I enjoyed watching some of his movies." }, "uid": "amzu_0f98a046c766c4378752936934932cc3f0ec7c5632aace570f5eaeea2f92331d" }, { "candidate_pool": { "error_candidates": 0, "expected_candidates": 229, "family_stats": { "icl": { "error": 0, "expected": 96, "score_max": 0.0, "score_mean": 0.0, "score_median": 0.0, "score_min": 0.0, "valid": 96 }, "no_icl": { "error": 0, "expected": 24, "score_max": 0.0, "score_mean": 0.0, "score_median": 0.0, "score_min": 0.0, "valid": 24 }, "oracle": { "error": 0, "expected": 1, "score_max": 1.0, "score_mean": 1.0, "score_median": 1.0, "score_min": 1.0, "valid": 1 }, "prefix": { "error": 0, "expected": 72, "score_max": 1.0, "score_mean": 0.5451388888888885, "score_median": 0.75, "score_min": 0.0, "valid": 72 }, "refine": { "error": 0, "expected": 36, "score_max": 1.0, "score_mean": 0.5722222222222223, "score_median": 0.7, "score_min": 0.0, "valid": 36 } }, "privileged_candidates": 109, "sampled_candidates": [ { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen35b/icl0", "judge_key_points": "1) User expresses dissatisfaction that the product did not help with fleas. 2) User includes an apology ('Sorry').", "judge_score": 0.0, "judge_thought": "The generated response claims the product works well, kills fleas and ticks, and recommends it, which directly contradicts the ground truth negative experience and contains no apology. Thus it matches neither key point (m1=0, m2=0), giving coverage C=0. The content is opposite to the ground truth, so a high penalty (~0.9) is applied. Final score = max(0, 0 - 0.9) = 0.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "I\u2019ve been using the Solimo brand for years and honestly, I didn\u2019t even notice the switch to Amazon Basics until I opened the box. The packaging looks different, but the applicator tubes feel exactly the same and the liquid inside is identical. For a pet owner, that\u2019s exactly what you want\u2014no surprises. My dog is a 110 lb Lab mix, so he falls right in the X-Large category. I\u2019ve been rotating between this and the name-brand stuff, and I can\u2019t tell a difference in effectiveness. It kills the fleas within a day or two, and my dog hasn\u2019t had a single tick since I started using this. The waterproof feature is a lifesaver since he loves swimming, and I don\u2019t have to worry about him washing it off after a bath or a run in the rain (as long as it\u2019s been 24 hours). The 6-month supply is convenient and usually cheaper than buying the big name brands at the vet. I appreciate that it doesn\u2019t have an expiration date on the box, so I don\u2019t have to worry about tossing it out if I miss a month. If it works, don\u2019t fix it. Stick with this. Highly recommend for large dogs.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "icl", "gen_label": "qwen35b/icl4", "judge_key_points": "1) User is dissatisfied with the product. 2) The product did not help with fleas at all (ineffective).", "judge_score": 0.0, "judge_thought": "The generated response claims the product works and the dog has no fleas, which directly contradicts both key points of dissatisfaction and ineffectiveness; therefore it matches none of the key points (m1=0, m2=0) giving coverage C=0. It also introduces strongly conflicting content, so penalty P is high (~0.9). Final score = max(0, 0 - 0.9) = 0.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 4, "privileged": null, "refine_round": null, "response": "I have been using this for years and it works. My dog has no fleas or ticks and I don't have to worry about them. The price is good too.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "prefix", "gen_label": "qwen35b/prefix0.5", "judge_key_points": "1) Apology/sorry expressed. 2) Statement that the product did not help with fleas (negative outcome).", "judge_score": 0.4, "judge_thought": "The generated response includes an apology, matching key point 1, and says the product did not work for you, matching key point 2, so coverage C=1. However it adds a personal claim that the product works for the speaker, which contradicts the ground truth's negative assessment and introduces unsupported positive evidence, warranting a penalty of about 0.6. Final score = 1 - 0.6 = 0.4.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 8, "privileged": "prefix", "refine_round": null, "response": "Sorry that this product did not work for you. I have used it for years and it works for me.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Medium" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen35b/refine2", "judge_key_points": "1) Apologizes or expresses regret about the product. 2) States that the product did not help with fleas at all.", "judge_score": 1.0, "judge_thought": "The generated response includes an apology ('I am sorry') and repeats the exact claim that the product did not help with fleas, matching both key points perfectly with no extra or conflicting content.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "I am sorry to say that this product did not help with fleas at all.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad" ], "family": "oracle", "gen_label": "oracle/gold", "judge_key_points": "Apologizes and states the product did not help with fleas", "judge_score": 1.0, "judge_thought": "The generated response exactly matches the ground truth, expressing the same apology and claim that the product did not help with fleas, with no extra or conflicting content.", "model": "verbatim-target", "n_icl": 8, "privileged": "gold", "refine_round": null, "response": "Sorry that this product did not help with fleas at all.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen35b/icl0", "judge_key_points": "User expresses dissatisfaction, stating the product did not help with fleas at all.", "judge_score": 0.0, "judge_thought": "The generated response claims the product works well and recommends it, directly contradicting the ground truth negative experience; thus it does not reflect the key point (m=0). Coverage is 0, and the contradictory extra content adds a high penalty (~0.9). Final score is 0.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "I\u2019ve been using the Solimo brand for my 100 lb Lab for years, so I was a bit confused when the packaging changed to Amazon Basics, but the product description confirms it\u2019s the exact same formulation. That\u2019s a huge relief. I\u2019m sticking with this because it actually works. Within 24 hours of applying it, I noticed a significant drop in the flea population on his fur. The 30-day protection window is perfect for our routine, and since he loves swimming, I appreciate that it becomes waterproof after the first 24 hours. No more worrying about a bath ruining the treatment. The 6-count pack is a good value, and knowing it doesn\u2019t expire is a nice bonus for stockpiling. Just make sure you read the weight guidelines\u2014this is strictly for X-Large dogs (89-132 lbs). If you have a smaller pup, don\u2019t use this. Otherwise, it\u2019s a reliable, no-nonsense product that does exactly what it says. Highly recommend for large breed owners.", "review_type": "generated_candidate", "sample_role": "quality_low_anchor", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen9b/refine2", "judge_key_points": "1) Apology/expressing regret about the product. 2) Statement that the product did not help with fleas at all.", "judge_score": 1.0, "judge_thought": "The generated response includes an apology ('Sorry...') and repeats the exact claim that the product did not help with fleas at all, matching both key points perfectly with no extra or conflicting content. Coverage=1.0, Penalty=0.0, final score=1.0.", "model": "Qwen/Qwen3.5-9B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "Sorry... this product did not help with fleas at all.", "review_type": "generated_candidate", "sample_role": "quality_high_anchor", "score_band": "High" } ], "unprivileged_candidates": 120, "valid_candidates": 229 }, "case_id": "humanual-amazon-v1:train:4b357953b9e8a6f3d1a1:prompt4", "category": "Pet_Supplies", "cohort": "seen", "eval_pair_id": null, "history": { "sampled_demonstrations": [ { "date": "2018-07-15", "length_band": "Medium", "length_chars": 95, "post_id": "amzr_01c4d769d8ca599e5704c3e724dc9870302dc99085336e549970517cdb4325d5", "product": { "category": "Pet_Supplies", "description_excerpt": "", "details": { "Date First Available": "April 26, 2016", "Is Discontinued By Manufacturer": "No", "Item model number": "856713005159", "Manufacturer": "SKOUT'S HONOR", "Product Dimensions": "2 x 2 x 2 inches; 8.6 Pounds" }, "features": [ "PROFESSIONAL STRENGTH: Plant-based surfactant formula that dissolves and lifts difficult and stubborn stains from the toughest surfaces. Featuring BioKore - a revolutionary new cleaner guaranteed to outperform traditional and enzyme based cleaning products.", "POWERFUL MOLECULAR DEODORIZER: Targets and eliminates foul odor molecules on contact. We don't mask odors or make them smell good. We annihilate them.", "ECO-FRIENDLY & CRUELTY-FREE: Manufactured under the California Green Chemistry Initiative, making this product safer for pets, family, and home when used as directed.", "PAW PLEDGE: With every bottle purchased from Skout\u2019s Honor, a rescue animal is provided with a full day\u2019s worth of meals." ], "product_id": "B07XRWPYPS", "title": "SKOUT'S HONOR: Professional Strength Stain and Odor Remover - Deodorize and Clean Pet Stains, Dog Crates, Carpets, Furniture and Other Water-Safe Surfaces - Laundry Safe - 128 fl oz" }, "rating": 5.0, "review_type": "demonstration", "text": "I love this,. Does a better job and hardly any smell to speak of. Only thing is...so expensive!" }, { "date": "2020-04-12", "length_band": "Long", "length_chars": 419, "post_id": "amzr_3f35f050f8693effc7beee55e224a0b4de7560d4b319e6bee974534a872da3ea", "product": { "category": "Pet_Supplies", "description_excerpt": "", "details": { "Date First Available": "November 8, 2018", "Is Discontinued By Manufacturer": "No", "Manufacturer": "aSquared Brands", "Product Dimensions": "5 x 3.5 x 3.5 inches; 12.8 Ounces" }, "features": [ "NATURAL JOINT SUPPORT: Our All Natural pet canine Hip & Joint soft chews support joint health & mobility, promote comfort and flexibility, and support immunity & digestion. We include Turmeric to help relieve inflammation, and naturally help reduce pain & discomfort.", "AMAZING BENEFITS OF HEMP: Our unique formula helps decrease joint inflammation. We include Hemp Seed Oil, which contains Omega 3 6 and 9, helps decrease pain, supports heart & brain health, relieves stress, and supports healthy hair, skin and nails.", "9 POWERFUL INGREDIENTS: Our pet canine soft chews contain Turmeric Curcumin, Glucosamine, Methyl Sulfonyl Methane (MSM), Hemp Protein, Hemp Seed Oil, Chondroitin Sulfate, Vitamin C, Ginger Root, and BioPerine (black pepper extract).", "TURMERIC & GINGER: Helps relieve joint stiffness, improves hip, leg & joint flexibility & mobility, helps soothe pain from joint inflammation, and supports overall health & well-being of your dog. Additionally, Turmeric Curcumin helps boost energy, immunity, and contains antioxidant properties." ], "product_id": "B07FF8MGG6", "title": "Hip & Joint Supplement for Dogs - Hemp Oil Infused Soft Chews Dog Treats w/Glucosamine, Turmeric, Chondroitin, MSM & Omega 3 6 9 - Supports Pet Mobility & Pain Relief - 120 Treat Bites" }, "rating": 5.0, "review_type": "demonstration", "text": "This product has had an amazing effect on my miniature poodle! For years he has slept a lot and has low energy. I started noticing a big change in him. I was beginning to think something must be wrong because he is so much more awake and happy. Then I remembered I started this new supplement and I credit it to his big change in behavior. I am so glad to see him awake! I will be ordering this for as long as he lives." }, { "date": "2020-08-22", "length_band": "Medium", "length_chars": 147, "post_id": "amzr_b2718ddafefb64228281e6ddb3fe76e8dfb1d7c0b7bc2c4f86b4af25babb9927", "product": { "category": "Pet_Supplies", "description_excerpt": "Product Name : 3Pcs Bird Perches. Materials: Made of natural wood and covered with random vibrant Colors of Quartz Sand.Size: 7.87 inches long.Package Including: 3pcs bird perchAn ideal place designed for your little friends to play and relax, easy install in the cage. Give your pet a treat and have hours of fun watching them play.", "details": { "Brand": "Vehomy", "Date First Available": "July 8, 2020", "Item model number": "HT0072-FBA", "Manufacturer": "Vehomy", "Material": "Wood", "Package Dimensions": "7.4 x 2 x 1 inches; 6.38 Ounces", "Product Care Instructions": "Hand Wash Only", "Target Species": "Parakeet" }, "features": [ "Naturally Grind Claws and Sharpen Beak: Bite-resistant and safe to chew, the quartz sand on the wooden pole grinds your bird\u2019s claws while it walks and sharpens its beak while it pecks.", "Materials and Size: Vehomy bird perch is made of natural quartz sands and pure nature wood inside with food grade color. Length: 7.87 inch / 20 cm, diameter: 0.78 inch / 2 cm, suitable for budgies, parakeets, cockatiels and other similar sized birds.", "Easy to Install: Metal screw on the top makes the bird toys easy to be hung in the cage and not easy to fall down, convenient for birds playing. A fun place for your bird to relax and play. your bird will surely enjoy it.", "Great Fun for Parrots: Vehomy bird perch toys will help to relieve the cage stress, boredom, and help the birds to do some exercises to strengthen their muscle." ], "product_id": "B08CKRFLXF", "title": "Vehomy Bird Perch Rough-surfaced Wooden Parrot Perch Random Vibrant Colors of Quartz Sand Covered Wood Stand Toys for Bird 3pcs" }, "rating": 5.0, "review_type": "demonstration", "text": "There is nothing I dislike about this product. Each one has a different imprint on the surface that makes them all interesting. My birds love them." } ], "total_demonstrations": 8 }, "prompt_index": 4, "quick_eval": false, "review_strata": { "length_band": "Short", "rating": 1 }, "row_id": "humanual-amazon-v1:train:4b357953b9e8a6f3d1a1", "source_line_sha256": "3d5e90c253c5ae2afd25d5d70409f71cc28279c6cac7be54fee63a0bca59b5a7", "split": "train", "split_label": "Train / seen user", "target": { "date": "2021-09-30", "length_band": "Short", "length_chars": 55, "post_id": "amzr_9d63219d24533a0958be484bd0646e18ab2e46f9a76ab4824fa1a5afbe6a6b78", "product": { "category": "Pet_Supplies", "description_excerpt": "Amazon Basics flea and tick topical for Dogs kills fleas, flea eggs, flea larvae, ticks and chewing lice. The fast-acting, long-lasting treatment is formulated to protect your dog against dangerous pests. It breaks the flea life cycle by killing flea eggs and larvae and kills ticks, including deer ticks that may transmit Lyme disease. For best results, apply once a month to protect your dog from fleas and ticks.", "details": { "Country of Origin": "USA", "Date First Available": "November 13, 2019", "Item model number": "11293", "Manufacturer": "Amazon.com Services LLC.", "Product Dimensions": "1.25 x 5.75 x 4.35 inches; 1.76 Ounces" }, "features": [ "Same product, new look \u2013 This product is identical in manufacturing and formulation as the Solimo brand", "One 6 dose pack of Amazon Basics Flea and Tick Topical Treatment for X-Large Dogs (89 - 132 pounds), 6 Count (Previously Solimo)", "Amazon Basics Flea & Tick starts eliminating fleas and ticks within 24 hours of treatment", "Active ingredients Fipronil and (s)-methoprene prevent flea infestations by killing flea eggs, flea larvae, mosquitos, biting flies and chewing lice" ], "product_id": "B09R4MKCKJ", "title": "Amazon Basics Flea and Tick Topical Treatment for X-Large Dogs (89-132 lbs), 6 Count (Previously Solimo)" }, "rating": 1.0, "review_type": "target", "text": "Sorry that this product did not help with fleas at all." }, "uid": "amzu_0e7e06ab2f758b84a483d3345137e0313784da1c730f662235d07f75f4b16e30" }, { "candidate_pool": { "error_candidates": 0, "expected_candidates": 229, "family_stats": { "icl": { "error": 0, "expected": 96, "score_max": 0.7, "score_mean": 0.053541666666666675, "score_median": 0.0, "score_min": 0.0, "valid": 96 }, "no_icl": { "error": 0, "expected": 24, "score_max": 0.17, "score_mean": 0.042083333333333334, "score_median": 0.0, "score_min": 0.0, "valid": 24 }, "oracle": { "error": 0, "expected": 1, "score_max": 1.0, "score_mean": 1.0, "score_median": 1.0, "score_min": 1.0, "valid": 1 }, "prefix": { "error": 0, "expected": 72, "score_max": 0.95, "score_mean": 0.3744444444444444, "score_median": 0.4, "score_min": 0.0, "valid": 72 }, "refine": { "error": 0, "expected": 36, "score_max": 1.0, "score_mean": 0.5058333333333332, "score_median": 0.67, "score_min": 0.0, "valid": 36 } }, "privileged_candidates": 109, "sampled_candidates": [ { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen4b/icl0", "judge_key_points": "1) Earrings are cute basic studs, comfortable and look great after heavy wear (pool, shower, bed). 2) The back of one earring is insecure and slides off. 3) The back later fell off and was lost, requiring a replacement backing.", "judge_score": 0.0, "judge_thought": "The generated response does not mention the cute appearance or comfort (misses key point 1, score 0). It notes the butterfly backs feel flimsy, which loosely matches the insecure back issue (partial match, score ~0.7). It does not mention the back actually falling off or being lost (misses key point 3, score 0). Coverage C = (0 + 0.7 + 0)/3 \u2248 0.233. The response adds unrelated commentary about plating wear, price, and overall quality, which is extra irrelevant content; assign a moderate penalty P \u2248 0.3. Final score = max(0, 0.233 - 0.3) = 0.", "model": "Qwen/Qwen3.5-4B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "I've been wearing Amazon Essentials jewelry for years now, and while I love the price point, these studs are a bit disappointing for the quality I expect. The silver plating looks nice at first, but it's already showing signs of wear after just a couple of weeks of light daily wear. The instructions mention it can wear off with heavy use, but even with moderate use, the shine is fading faster than I'd like. I also noticed the butterfly backs feel a little flimsy compared to some of the other brands I've tried. They're cute and sparkly, but if you're looking for something that lasts, you might want to save up for a higher-end option. Still, for the price, they're okay for occasional wear or as a backup pair.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "icl", "gen_label": "qwen4b/icl4", "judge_key_points": "1) The earrings are cute basic studs, comfortable and look great after wearing for days in water and bed. 2) The backing on one earring is insecure and slides off, causing worry about loss. 3) The backing eventually fell off and was lost, requiring a replacement.", "judge_score": 0.0, "judge_thought": "The generated response does not mention the earrings being cute, comfortable, or looking great after water exposure, nor does it address the insecure backing issue or its loss; it instead discusses plating wear, which is unrelated, so it fails to reflect any key point (m\u22480 for all) and adds irrelevant content, leading to a penalty. Final score is 0.", "model": "Qwen/Qwen3.5-4B", "n_icl": 4, "privileged": null, "refine_round": null, "response": "These are okay for the price, but I was expecting a bit more shine for a \"plated sterling silver\" pair. I've been wearing them for about three weeks now, and the silver plating has already started to look dull and scratchy on the posts. The CZ stones themselves are fine and don't look cheap, but the metal backing is definitely wearing off faster than I anticipated. I've learned to store them in a separate pouch to keep them from rubbing against each other, which helps a little, but I'm not sure how long they'll last before I need to take them to a jeweler for replating. For a quick, affordable pair of earrings, they work, but don't expect them to hold up like solid silver.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "prefix", "gen_label": "qwen4b/prefix0.5", "judge_key_points": "1) The earrings are cute basic diamond studs, worn for 2 days in pool, shower, bed, still look great and feel barely noticeable. 2) The backing is insecure; it slides off and the reviewer worries about losing the earring. 3) The backing actually fell off and was lost, requiring a new backing.", "judge_score": 0.3, "judge_thought": "The generated response fully repeats the positive praise (matches point 1 well, m=1.0). It mentions the backing is a bit loose and may not hold up, which reflects the insecurity but is less severe than 'slides off', so partial match (m\u22480.8). It does not mention the backing actually falling off or being lost, missing point 3 (m=0). Coverage C = (1.0+0.8+0)/3 = 0.6. The extra speculation about sending it back to Amazon or gluing it is unsupported and adds irrelevant detail, incurring a moderate penalty P\u22480.3. Final score = max(0, 0.6\u20110.3) = 0.3.", "model": "Qwen/Qwen3.5-4B", "n_icl": 8, "privileged": "prefix", "refine_round": null, "response": "These are really cute basic diamond studs. I have been wearing them for 2 days straight, including in a pool, the shower, and to bed. They still look great and I barely feel them. The only reason I removed one star, is the back of one of the earrings is a bit loose. I don't think the butterfly back is going to hold up long term. I'll have to send it back to Amazon for a replacement or try to glue it down myself.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen4b/refine2", "judge_key_points": "1) The earrings are cute basic studs that are comfortable and look great even after wearing in pool, shower, and bed. 2) The butterfly back is insecure and can slide off, leading to loss of an earring. 3) The back actually fell off and was lost, requiring a replacement backing.", "judge_score": 0.87, "judge_thought": "The generated response mentions wearing them daily, comfort, shower/bed use matching point 1; notes butterfly backs slide off and one was lost matching points 2 and 3; adds extra comments about value and appearance but no contradiction, so minor penalty.", "model": "Qwen/Qwen3.5-4B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "I've worn these everyday for a few weeks now. They feel lightweight and comfortable, perfect for wearing in the shower or just lounging in bed. The silver looks great and the CZ stones sparkle well. My only issue is that the butterfly backs slide off easily; mine actually fell out of my ear and was lost. They are a great value for the price and look much more expensive than they are.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad" ], "family": "oracle", "gen_label": "oracle/gold", "judge_key_points": "1) User finds the earrings cute, basic diamond studs, comfortable and looks great after wearing in pool, shower, bed. 2) User criticizes the earring back for sliding off and being insecure, causing concern about loss. 3) User updates that the back actually fell off and was lost, needing a replacement backing.", "judge_score": 1.0, "judge_thought": "The generated response is an exact copy of the ground truth, perfectly reflecting all three key points with no extra or conflicting content, so m_i=1 for each point, coverage=1, penalty=0, final score=1", "model": "verbatim-target", "n_icl": 8, "privileged": "gold", "refine_round": null, "response": "These are really cute basic diamond studs. I have been wearing them for 2 days straight, including in a pool, the shower, and to bed. They still look great and I barely feel them. The only reason I removed one star, is the back of one of the earrings just slides right off, and isn't really secure at all. I\u2019m just worried about the back sliding off and losing the earring. Other than that, they\u2019re great! Update: the back ended up falling off and getting lost. I will have to find another backing for the earring :(", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen35b/icl0", "judge_key_points": "1) The earrings look great and are comfortable even after wearing them in water and daily use. 2) The backing is insecure and can slide off, leading to loss of the earring. 3) Overall positive impression except for the backing issue.", "judge_score": 0.0, "judge_thought": "The generated response does not mention the earrings looking great after water exposure or comfort, contradicts the backing issue by saying the backs are secure, and adds unrelated details about plating wear and storage; thus it largely fails to reflect the key points with a low coverage and moderate penalty.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "I\u2019ve been wearing these for about three months now, and they are exactly what I expected for the price point. The \"plated\" description in the features is key here\u2014don't expect these to last forever if you wear them every single day without care. I\u2019ve noticed a slight dulling on the silver parts after a few months of regular wear, but the cubic zirconia stones still look great. A few things to note: 1. The butterfly backs are secure but can be a pain to take off if you have sensitive ears. I usually just wiggle them gently. 2. The \"princess\" cut stones are sharp and sparkly, while the round ones are more classic. I bought the mixed pack, which is nice for variety. 3. Storage matters. I keep them in the original pouch when not wearing them, as the instructions suggest, to prevent scratching. For everyday wear or occasional events, they\u2019re a solid, affordable option. If you\u2019re looking for heirloom-quality sterling silver that never needs replating, look elsewhere. But for the cost? They\u2019re a good buy. Just treat them gently. Rating: 4/5 stars. Deducted one star because the plating wear is noticeable faster than I\u2019d like, but they\u2019re still pretty.", "review_type": "generated_candidate", "sample_role": "quality_low_anchor", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen9b/refine2", "judge_key_points": "1) The earrings are cute basic diamond studs that were worn for a couple of days including pool, shower, and bed and still looked great and felt comfortable. 2) The butterfly backing is loose and slides off, leading to loss of an earring. 3) Update: the backing fell off and was lost, requiring a replacement backing.", "judge_score": 1.0, "judge_thought": "The generated response mirrors all three key points: it describes the cute studs, mentions wearing them in pool/shower/bed and they looked great, notes the loose butterfly backing that slipped off and caused loss, and provides an update about the missing backing leaving only one earring. No extra or conflicting content is present, so coverage is 1.0 and penalty is 0, yielding a final score of 1.0.", "model": "Qwen/Qwen3.5-9B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "These are cute basic diamond studs. I wore them for a couple of days, including at the pool, in the shower, and even to bed, and they still looked great. However, the butterfly backing is super loose and kept slipping off; I lost one in the shower already. Update: I just realized the missing backing was on the one I lost, so now I only have one earring left.", "review_type": "generated_candidate", "sample_role": "quality_high_anchor", "score_band": "High" } ], "unprivileged_candidates": 120, "valid_candidates": 229 }, "case_id": "humanual-amazon-v1:train:c62f099073f815c66c15:prompt4", "category": "Clothing_Shoes_and_Jewelry", "cohort": "seen", "eval_pair_id": "amzp_789df7b49740ffd8523248580ce31c7d1e82d77b70bd3edd9ace4d96e9e468f1", "history": { "sampled_demonstrations": [ { "date": "2018-01-13", "length_band": "Long", "length_chars": 973, "post_id": "amzr_f395220b772dbff73dabb9ac13ae1caafde9ec4acc876f5e16ee826466ada7d8", "product": { "category": "Clothing_Shoes_and_Jewelry", "description_excerpt": "Fluid fashion", "details": { "Date First Available": "June 14, 2023", "Department": "womens", "Manufacturer": "Cat Footwear" }, "features": [ "60% Leather, 40% Synthetic", "Imported", "Rubber sole", "Heel measures approximately 1.5 inches\"" ], "product_id": "B0C81VG3JS", "title": "Cat Footwear Women's Taylor Wp Boot" }, "rating": 5.0, "review_type": "demonstration", "text": "I wanted a cute pair of waterproof boots that I could wear shoveling, in the cold weather, or just in winter with a cute outfit. I hate the look of the typical rain boots and duck boots and wanted something that could be warm, waterproof but also stylish. I ordered a half size down like the other reviews had said (I\u2019m a 10, I ordered a 9.5) & they fit perfectly. These were delivered on time in a regular shoe box packaging. The first two days they were so comfortable and I didn\u2019t think I needed to break them in. Day 3 the toes on my left foot (which is slightly bigger than my right), were rubbing against the shoe, and so was my right ankle. It was nothing painful just a normal \u201cbreaking a shoe in\u201d feeling. Other than that they are exactly what I\u2019ve been looking for. I wear them with cute boot socks or leg warmers to work, or thick socks to go outside in the snow and rain in. I love them so much, I\u2019m even thinking about ordering them in black! Highly recommend." }, { "date": "2019-01-16", "length_band": "Long", "length_chars": 370, "post_id": "amzr_f044057dcc423bf9e6558c9b6e0719c61aa095097d58ed51c473bb7b5f687f05", "product": { "category": "Clothing_Shoes_and_Jewelry", "description_excerpt": "", "details": { "Date First Available": "May 29, 2023", "Department": "mens", "Manufacturer": "Bruno Marc" }, "features": [], "product_id": "B098Y9GJ19", "title": "Bruno Marc Men's Wingtip" }, "rating": 5.0, "review_type": "demonstration", "text": "I ordered a pair of these for my boyfriend for Christmas. They ended up being too big (not a sizing issue, my boyfriend just thought his foot was bigger than it actually is!). I was able to easily return these for a smaller size. They are beautiful shoes and they fit perfectly! He loves them. I hope they hold up well, because he plans on ordering more in other colors!" }, { "date": "2019-12-22", "length_band": "Medium", "length_chars": 153, "post_id": "amzr_b5369f2b0c138a8cc6da6e0bc00bd421c14866eae56a721c3eb49def8d983671", "product": { "category": "Clothing_Shoes_and_Jewelry", "description_excerpt": "", "details": { "Date First Available": "February 21, 2019", "Department": "Womens", "Package Dimensions": "14.85 x 12.95 x 2.8 inches; 14.39 Ounces" }, "features": [ "100% Nylon", "Pull On closure", "Hand Wash Only", "Material: The boho sweater is made of soft, stretchy, breathable fabric which can provide exceptional comfort and durability." ], "product_id": "B07NY1SXKK", "title": "Misassy Womens Boho Open Front Cardigan Long Sleeve Striped Color Block Loose Knit Lightweight Sweater Coats" }, "rating": 5.0, "review_type": "demonstration", "text": "Love this cardigan, it\u2019s really comfortable and made well and goes with everything! I got a medium and I\u2019m 5\u20199, 150 lbs. I get so many compliments on it." } ], "total_demonstrations": 8 }, "prompt_index": 4, "quick_eval": false, "review_strata": { "length_band": "Long", "rating": 4 }, "row_id": "humanual-amazon-v1:train:c62f099073f815c66c15", "source_line_sha256": "47f0c624104d08ec8cae02452479937449d5d4fa5e27315ade87f3e2d74d0342", "split": "train", "split_label": "Train / seen user", "target": { "date": "2020-07-13", "length_band": "Long", "length_chars": 538, "post_id": "amzr_0b164c6495b52cc21f35a48097636df16a6e0ee70dc915b6a1f2ea360480d99b", "product": { "category": "Clothing_Shoes_and_Jewelry", "description_excerpt": "", "details": { "Date First Available": "April 19, 2023", "Department": "Womens", "Manufacturer": "Amazon Essentials" }, "features": [ "Classic stud earrings featuring cubic zirconia stones in four-prong basket settings set in sterling silver", "Butterfly backing", "Crafted in .925 sterling silver", "These silver pieces are built for longevity. They feature a metal plating or flashing, or an electrocoating for a more lustrous appearance, but it can wear off with long-term or heavy use." ], "product_id": "B0C2Z1NKMY", "title": "Amazon Essentials Plated Sterling Silver Cubic Zirconia Stud Earrings (Round & Princess)" }, "rating": 4.0, "review_type": "target", "text": "These are really cute basic diamond studs. I have been wearing them for 2 days straight, including in a pool, the shower, and to bed. They still look great and I barely feel them. The only reason I removed one star, is the back of one of the earrings just slides right off, and isn't really secure at all. I\u2019m just worried about the back sliding off and losing the earring. Other than that, they\u2019re great! Update: the back ended up falling off and getting lost. I will have to find another backing for the earring :(" }, "uid": "amzu_113518c69a5fdfdf630256dab2d7bc18a8666599b4725f1a5df20cc39e0b5239" }, { "candidate_pool": { "error_candidates": 0, "expected_candidates": 229, "family_stats": { "icl": { "error": 0, "expected": 96, "score_max": 0.7, "score_mean": 0.08093750000000001, "score_median": 0.0, "score_min": 0.0, "valid": 96 }, "no_icl": { "error": 0, "expected": 24, "score_max": 0.7, "score_mean": 0.26458333333333334, "score_median": 0.25, "score_min": 0.0, "valid": 24 }, "oracle": { "error": 0, "expected": 1, "score_max": 1.0, "score_mean": 1.0, "score_median": 1.0, "score_min": 1.0, "valid": 1 }, "prefix": { "error": 0, "expected": 72, "score_max": 0.9, "score_mean": 0.47777777777777763, "score_median": 0.6, "score_min": 0.0, "valid": 72 }, "refine": { "error": 0, "expected": 36, "score_max": 1.0, "score_mean": 0.5458333333333333, "score_median": 0.8, "score_min": 0.0, "valid": 36 } }, "privileged_candidates": 109, "sampled_candidates": [ { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen9b/icl0", "judge_key_points": "1) The group of women is interesting. 2) There are many differing characters that stir the plot.", "judge_score": 0.3, "judge_thought": "The generated response mentions a mix of characters and gives a positive overall impression, partially reflecting the idea of differing characters (\u22480.5) but does not explicitly note the women group as interesting (\u22480.5). Coverage C\u22480.5. The response adds extensive unrelated commentary and personal opinion, which is extra but not contradictory, yielding a modest penalty around 0.2. Final score = 0.5 - 0.2 = 0.3.", "model": "Qwen/Qwen3.5-9B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "Finally, a cozy mystery that doesn't feel like a chore! I usually find these \"club\" mysteries a bit repetitive, but *The Gordonston Ladies Dog Walking Club* by Karen Joy Fowler kept me guessing from the very first page. The setting in Savannah is vivid, and I loved the mix of characters\u2014from the retired accountant with his secret to the former showgirl who definitely needed that plastic surgery (I had a feeling about that one!). The pacing was perfect for a rainy afternoon read. It's not overly long at 254 pages, so it didn't drag, but the plot twists were sharp enough to keep me turning the pages. The way the author weaves in the political race for mayor alongside the dog walking gossip adds a nice layer of real-world stakes. Highly recommended if you like your mysteries with a touch of Southern charm and plenty of intrigue.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "icl", "gen_label": "qwen9b/icl8", "judge_key_points": "1) The group of women is interesting. 2) The group contains many differing characters that stir the plot.", "judge_score": 0.0, "judge_thought": "The generated response does not mention the interesting group of women nor the variety of characters; instead it criticizes the plot and calls characters caricatures, contradicting both key points. Match scores are 0 for each point. It also adds unrelated negative commentary, so a penalty of about 0.7 is applied. Final score = max(0, (0+0)/2 - 0.7) = 0.", "model": "Qwen/Qwen3.5-9B", "n_icl": 8, "privileged": null, "refine_round": null, "response": "The plot is a bit too far-fetched for my taste, with characters who seem more like caricatures than real people. The writing feels forced in places, trying too hard to be funny or dramatic. While the mystery element has some appeal, the execution leaves much to be desired.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "prefix", "gen_label": "qwen9b/prefix0.5", "judge_key_points": "1) The group of women is interesting. 2) There are many differing characters that stir the plot.", "judge_score": 0.55, "judge_thought": "The generated response repeats the first point exactly (m1=1.0). It hints at differing characters by mentioning motives not being what they seem, which partially matches point 2 (m2\u22480.7). Coverage C\u22480.85. However, it adds unrelated criticism about the plot being ungripping, which is extra content not present in the ground truth, incurring a moderate penalty (~0.3). Final score = 0.85-0.3 \u2248 0.55.", "model": "Qwen/Qwen3.5-9B", "n_icl": 8, "privileged": "prefix", "refine_round": null, "response": "An interesting group of women, and as with all women'things, their motives were not what they seemed. But the plot was not nearly as gripping as the promise of the blurb. A bit too much \"small town\" drama for my taste, lacking the solid mystery I usually look for.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Medium" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen9b/refine2", "judge_key_points": "1) The group of women is interesting. 2) There are many differing characters that stir the plot.", "judge_score": 0.8, "judge_thought": "The generated response captures both key points: it calls the group of women interesting (match 1.0) and notes differing characters driving the plot (match 1.0). It adds extra commentary about gossiping, which is speculative and not in the ground truth, incurring a small penalty (~0.2). Final score = 1.0 coverage - 0.2 penalty = 0.8.", "model": "Qwen/Qwen3.5-9B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "An interesting group of women with differing characters drive the plot in this fast-paced mystery. And as with all women\u2019s groups, they are a bit too fond of gossiping about their neighbors.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad" ], "family": "oracle", "gen_label": "oracle/gold", "judge_key_points": "The response notes an interesting group of women and that, as with all women's groups, there are many differing characters that stir the plot.", "judge_score": 1.0, "judge_thought": "The generated response is identical to the ground truth, perfectly reflecting both key points with no extra or conflicting content, giving full coverage and no penalty.", "model": "verbatim-target", "n_icl": 8, "privileged": "gold", "refine_round": null, "response": "An interesting group of women, and as with all women't groups a lot of differing characters to stir the plot.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen35b/icl0", "judge_key_points": "1) The group of women is interesting. 2) There are many differing characters that stir the plot.", "judge_score": 0.0, "judge_thought": "The generated response mentions a mix of character archetypes, partially reflecting the second key point about differing characters, but it does not address the interesting group of women at all. Match scores: m1\u22480.0, m2\u22480.5. Coverage\u22480.25. The response adds extensive unrelated review content, incurring a moderate penalty (~0.3). Final score\u2248max(0,0.25-0.3)=0.0.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "4.0 out of 5 stars **A fun, breezy read with a twist** I picked this up because I\u2019m a huge fan of cozy mysteries with a Southern setting, and the premise of a dog walking club turned murder scene sounded right up my alley. The atmosphere in Savannah is described so well you can practically feel the humidity and the heat. The characters are a fun mix of archetypes\u2014the retired accountant, the former showgirl, the model. I appreciated that it wasn\u2019t just a simple whodunit; there were layers to the secrets, especially regarding the widower running for mayor. The pacing was steady, and I liked how the author wove in the dog walking element without it feeling forced. It\u2019s a light read, perfect for a beach vacation or a lazy afternoon. Not the most complex plot I\u2019ve ever seen, but it\u2019s entertaining, the clues are fair, and the climax definitely had me guessing until the end. If you like your mysteries with a side of cocktails and canine companions, give this one a try. Kindle edition was easy to navigate, and the text size was comfortable for my aging eyes. Recommended for fans of the genre.", "review_type": "generated_candidate", "sample_role": "quality_low_anchor", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen9b/refine2", "judge_key_points": "1) The group of women is described as interesting. 2) The group contains many differing/varied characters that drive or stir the plot.", "judge_score": 1.0, "judge_thought": "The generated response states 'Interesting group of women' matching key point 1 fully, and 'a variety of characters that drive the plot' matching key point 2 fully. No extra or conflicting content is present, so penalty is 0. Coverage is (1+1)/2 = 1, final score = 1 - 0 = 1.", "model": "Qwen/Qwen3.5-9B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "Interesting group of women and a variety of characters that drive the plot along nicely.", "review_type": "generated_candidate", "sample_role": "quality_high_anchor", "score_band": "High" } ], "unprivileged_candidates": 120, "valid_candidates": 229 }, "case_id": "humanual-amazon-v1:train:864bac81f87121da9fe2:prompt2", "category": "Kindle_Store", "cohort": "seen", "eval_pair_id": null, "history": { "sampled_demonstrations": [ { "date": "2013-05-28", "length_band": "Medium", "length_chars": 155, "post_id": "amzr_a4190ba2d788abb1eaaed4df581e26e6e5b8160cf98c904a3e9d0cae79cf0799", "product": { "category": "Kindle_Store", "description_excerpt": "Review \"Georgette Heyer is unbeatable\" -- India Knight \"Sparkling\" * Independent * \"My favourite historical novelist - stylish, romantic, sharp, and witty. Her sense of period is superb, her heroines are enterprising, and her heroes dashing. I owe her many happy hours\" -- Margaret Drabble --This text refers to an alternate kindle_edition edition. About the Author Georgette Heyer, who wrote over fifty novels died in 1974. --This text refers to an alternate kindle_edition edition. Excerpt. \u00a9 Reprinted by permission. All rights reserved. One Silence had reigned over the dining-room since his lord", "details": { "Enhanced typesetting": "Enabled", "File size": "1083 KB", "Language": "English", "Print length": "386 pages", "Publication date": "September 1, 2011", "Publisher": "Sourcebooks Casablanca; Reprint edition (September 1, 2011)", "Screen Reader": "Supported", "Sticky notes": "On Kindle Scribe" }, "features": [ "The Queen of Regency Romance, bestselling author Georgette Heyer, brings her trademark charm and wit to this pitch-perfect comedic romp.", "A past dispute . . .", "When the irascible Lord Darracott's eldest son dies unexpectedly, the noble family must accept their estranged Yorkshire cousin as heir apparent. They are convinced he will prove to be a sadly vulgar person, but nothing could have prepared the beleaguered family for the arrival of Major Hugo Darracott . . .", "A present deception . . ." ], "product_id": "B005CKKFG2", "title": "The Unknown Ajax (Regency Romances Book 19)" }, "rating": 5.0, "review_type": "demonstration", "text": "Mrs Heyer has long delighted me and this 're_read of an old favourite was delicious. Good historical view for young readers.. [redacted email]" }, { "date": "2013-07-18", "length_band": "Medium", "length_chars": 103, "post_id": "amzr_ccc7ad3ae755e6a4f99727752b707b0dccdfd5149ac14349a34832bd34253131", "product": { "category": "Kindle_Store", "description_excerpt": "About the Author Christine Merrill wanted to be a writer for as long as she can remember. During a stint as a stay-at-home-mother, she decided it was time to write that book. She could set her own hours and would never have to wear pantyhose to work! It was a slow start but she slogged onward and seven years later, she got the thrill of seeing her first book hit the bookstores. Christine lives in Wisconsin with her family. Visit her website at: --This text refers to an alternate kindle_edition edition.", "details": { "Enhanced typesetting": "Enabled", "File size": "922 KB", "Language": "English", "Print length": "283 pages", "Publication date": "August 1, 2007", "Publisher": "Harlequin Historical; Original edition (August 1, 2007)", "Screen Reader": "Supported", "Sticky notes": "On Kindle Scribe" }, "features": [ "In this Regency-era romance, a lady hopes to seduce a handsome stranger in order to avoid being forced to accept an arranged marriage.", "Miss Esme Canville\u2019s abusive father is resolved to marry her off\u2014but she won\u2019t submit tamely to his decree. Instead, she\u2019ll offer herself to notorious rake Captain St. John Radwell and enjoy all the freedom of a mistress!St. John is intent on mending his rakish ways. He won\u2019t seduce an innocent virgin. But Esme is determined, beautiful and very, very tempting. . . ." ], "product_id": "B000U0NSV8", "title": "An Unladylike Offer (The Radwells Book 2)" }, "rating": 2.0, "review_type": "demonstration", "text": "Like chocolates for the mind with a bit of sugar and spice. A tried and true summer beat the heat read." }, { "date": "2013-08-27", "length_band": "Long", "length_chars": 379, "post_id": "amzr_d08347dc5936a798afed23ffc6d6cff67d78efbe170892c1bdb8d11153e0dd28", "product": { "category": "Kindle_Store", "description_excerpt": "Unknown \"Much Ado About Marriage is a delicious flirtation that pits a staid Englishman against a fey Scots woman. Humor, folklore, and sizzling love scenes lend this novel the perfect incentive for not wanting to put it down.\" - Heide Katros, Winter Haven News Chief \"A very readable romance. The town is quaint, the murder club cute, and the storyline and our heroine the equal of Lois herself. Fans of the first book set in Glory will be pleased.\" - Romantic Times on LOIS LANE TELLS ALL \"Readers who met Caitlyn in SLEEPLESS IN SCOTLAND will applaud her return in the second of Hawkins' delightfu", "details": { "Enhanced typesetting": "Enabled", "File size": "3474 KB", "Language": "English", "Print length": "404 pages", "Publication date": "August 31, 2010", "Publisher": "Pocket Books; Reprint edition (August 31, 2010)", "Screen Reader": "Supported", "Sticky notes": "On Kindle Scribe" }, "features": [ "New York Times", "bestselling author Karen Hawkins\u2019s first historical romance, originally titled ONE LUCKY LORD and written as Kim Bennett, has been rewritten to tie into both her \"MacLeans\" series and her new \"Hurst Amulet\" series.Fearless English earl Thomas Wentworth scoffs at failure, trusting in the legendary Wentworth luck to safeguard his spy mission to Scotland. But a single encounter with saucy Scotswoman Fia Maclean turns Thomas's mission topsy-turvy. All-too-innocently entangling him in his enemy's trap, the beautiful Fia gives Thomas no escape but to marry her. But Thomas doesn't know just what he's marrying into. With an ancient amulet in Fia's possession, she wields even more power than her sharp tongue and quick wit. Her cousin, Douglas Maclean stole the magical amulet from the White Witch, Maeve Hurst, and gave it to Fia for safekeeping. But now, with Fia in London with Thomas, the amulet falls into the hands of Queen Elizabeth. Thinking it will be safe in the queen's hands, Fia leaves it be and focuses on bedeviling her newly betrothed!" ], "product_id": "B003V1WTOK", "title": "Much Ado About Marriage (The MacLean Curse Book 6)" }, "rating": 3.0, "review_type": "demonstration", "text": "This tale is saved by the authors ability to craft interesting characters and some rollicking scenes set in ELizabethan England. What becomes mundane is the tendency of today.s historical fake tellers to get wrapped up in graphic sexual scenes. So much nicer to have left some things to the readers usually vivid imagination. There was at least one glaring anachronism in speech." } ], "total_demonstrations": 8 }, "prompt_index": 2, "quick_eval": false, "review_strata": { "length_band": "Medium", "rating": 3 }, "row_id": "humanual-amazon-v1:train:864bac81f87121da9fe2", "source_line_sha256": "1447090e9e29d8ae31413a2f91873efd47cdf7bbfe2c9167961829d0658272ea", "split": "train", "split_label": "Train / seen user", "target": { "date": "2014-03-09", "length_band": "Medium", "length_chars": 114, "post_id": "amzr_8fa82402179c241f2832e6500b7783fb59ff65b65011700ff048af96476d98a0", "product": { "category": "Kindle_Store", "description_excerpt": "About the Author The life of Duncan Whitehead, winner of the 2013 Reader\u2019s Favorite International Book Award and Gold Medalist, is as quirky as his works. Born in 1967, he served in the Royal Navy in embassies across South America and was an amateur boxer. He worked as a purser on some of the world\u2019s largest super yachts and visited many exotic places. He\u2019s also an instructor of English as a foreign language, fluent in Spanish, and a children\u2019s soccer coach. Duncan retired to Savannah, Georgia, to pursue his passion\u2014writing. Mindful that we all harbor secrets and inspired by the locale\u2019s odd c", "details": { "Enhanced typesetting": "Enabled", "File size": "785 KB", "Language": "English", "Print length": "254 pages", "Publication date": "November 19, 2013", "Publisher": "Thomas & Mercer (November 19, 2013)", "Screen Reader": "Supported", "Sticky notes": "On Kindle Scribe" }, "features": [ "Little is what it seems to be in a leafy Savannah neighborhood as members of an afternoon cocktail and dog walking club mourn a neighbor\u2019s death. Jealousies surface when friends vie for the widower running for mayor. An old woman with an infamous uncle plots to avenge a wrong. Memories haunt a once successful children\u2019s writer. And a model has won the trip of a lifetime.", "But a killer lurks and secrets unfold, as does a web of deceit. Is anyone really who he or she seems to be? A mysterious South American, a young Italian count, and a charitable nephew add suspicion and intrigue, as do an enigmatic organization linked to organized crime, a handsome firefighter, and three widows with hidden agendas. What\u2019s a retired accountant\u2019s secret, and why did a former showgirl really have plastic surgery?", "The plot thickens, the Georgia temperature rises, and someone is destined for an early unmarked grave. The truth contorts to a climax that leaves readers breathless." ], "product_id": "B00FN2KR2G", "title": "The Gordonston Ladies Dog Walking Club" }, "rating": 3.0, "review_type": "target", "text": "An interesting group of women, and as with all women't groups a lot of differing characters to stir the plot." }, "uid": "amzu_1210b173f0287070c1c95091ae4d9fe210206f21941093af14d62034aa055a5f" }, { "candidate_pool": { "error_candidates": 0, "expected_candidates": 229, "family_stats": { "icl": { "error": 0, "expected": 96, "score_max": 0.9, "score_mean": 0.23260416666666664, "score_median": 0.15, "score_min": 0.0, "valid": 96 }, "no_icl": { "error": 0, "expected": 24, "score_max": 0.85, "score_mean": 0.45, "score_median": 0.6, "score_min": 0.0, "valid": 24 }, "oracle": { "error": 0, "expected": 1, "score_max": 1.0, "score_mean": 1.0, "score_median": 1.0, "score_min": 1.0, "valid": 1 }, "prefix": { "error": 0, "expected": 72, "score_max": 1.0, "score_mean": 0.6868055555555554, "score_median": 0.75, "score_min": 0.15, "valid": 72 }, "refine": { "error": 0, "expected": 36, "score_max": 1.0, "score_mean": 0.7472222222222222, "score_median": 0.9, "score_min": 0.0, "valid": 36 } }, "privileged_candidates": 109, "sampled_candidates": [ { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen35b/icl0", "judge_key_points": "1) The bulbs serve as perfect replacements. 2) They are suitable for the RV's light bulbs.", "judge_score": 0.75, "judge_thought": "The generated response states the bulbs work well in a trailer/RV, fit perfectly, and are a good upgrade, matching both key points strongly (m\u22480.9 each). Coverage \u22480.9. The extra detail is relevant and not contradictory, so a small penalty (~0.15) is applied. Final score = 0.9 - 0.15 = 0.75.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "I've tried a bunch of different LED bulbs for my trailer over the years, and most of them either flicker, blow out after a few months, or require you to fiddle with the polarity. These HOTSYSTEM bulbs are a refreshing change. The \"plug and play\" aspect is the real winner here. As the description says, you don't need to worry about which leg is positive or negative. I just popped them in, and they worked immediately. No testing, no twisting wires. The warm white color is nice and bright without being that harsh, blinding blue-white that some LEDs have. It looks much more natural on the road. I installed them in the tail/brake and turn signal positions on a 12V setup, and they fit perfectly. The build quality feels solid\u2014the copper brackets and gold wire welding seem like they'll hold up better than the cheaper aluminum ones I've used before. For the price of a 10-pack, you really can't beat the value. They run cool and use way less power than my old halogens. If you're looking for a straightforward upgrade for your RV or car that actually installs without a headache, give these a shot. Five stars for ease of use and brightness.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "icl", "gen_label": "qwen35b/icl4", "judge_key_points": "1) The bulbs serve as perfect replacements. 2) They are intended for use in an RV.", "judge_score": 0.15, "judge_thought": "The generated response praises the product and mentions it works great and is easy to install, which loosely aligns with the idea of being a good replacement (partial match ~0.5) but does not mention RV usage (no match ~0). Coverage C = (0.5+0)/2 = 0.25. The extra positive comments are irrelevant to the specific claim and add minor unnecessary detail, giving a small penalty P \u2248 0.1. Final score = 0.25 - 0.1 = 0.15.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 4, "privileged": null, "refine_round": null, "response": "Great product. Works great. Easy to install", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "prefix", "gen_label": "qwen35b/prefix0.75", "judge_key_points": "1) The bulbs are perfect replacements. 2) They are intended for the light bulbs in our RV.", "judge_score": 0.8, "judge_thought": "The generated response states 'Perfect replacements' matching key point 1 fully (m1=1.0). It refers to 'light bulbs in my camper' which is essentially the same context as RV, so key point 2 is mostly reflected (m2\u22480.8). Coverage C=(1.0+0.8)/2=0.9. The extra phrase 'Easy to install' adds irrelevant detail but does not contradict anything, so a small penalty P\u22480.1 is applied. Final score = 0.9-0.1 = 0.8.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 8, "privileged": "prefix", "refine_round": null, "response": "Perfect replacements for the light bulbs in my camper. Easy to install.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen35b/refine2", "judge_key_points": "1) The bulbs serve as perfect replacements (fit/compatible). 2) They are intended for use in an RV.", "judge_score": 0.9, "judge_thought": "The generated response states 'Perfect fit for my RV' and 'Direct replacement for my old bulbs', clearly covering both key points of perfect replacement and RV use (m1=1, m2=1). It adds extra details about easy install and brightness, which are not contradictory but slightly unnecessary, so a small penalty of 0.1 is applied. Final score = 1.0 - 0.1 = 0.9.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 8, "privileged": "refine", "refine_round": 1, "response": "Perfect fit for my RV. Direct replacement for my old bulbs. Easy install and great brightness", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad" ], "family": "oracle", "gen_label": "oracle/gold", "judge_key_points": "The response states that the product is a perfect replacement for the light bulbs in our RV.", "judge_score": 1.0, "judge_thought": "The generated response exactly matches the ground truth phrase, reflecting the sole key point perfectly with no extra or conflicting content, resulting in full coverage and zero penalty.", "model": "verbatim-target", "n_icl": 8, "privileged": "gold", "refine_round": null, "response": "Perfect replacements for the light bulbs in our RV", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "High" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "icl", "gen_label": "qwen35b/icl1", "judge_key_points": "1) The bulbs serve as perfect replacements. 2) They are intended for use in an RV.", "judge_score": 0.0, "judge_thought": "The generated response mentions bright light and good quality, which does not address the replacement aspect (m1\u22480.1) and does not mention RV usage at all (m2=0). Coverage is very low (0.05). The extra praise is irrelevant to the ground truth, incurring a small penalty (~0.1). Final score = max(0, 0.05-0.1) = 0.", "model": "Qwen/Qwen3.6-35B-A3B", "n_icl": 1, "privileged": null, "refine_round": null, "response": "Nice bright light. Good quality.", "review_type": "generated_candidate", "sample_role": "quality_low_anchor", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "refine", "gen_label": "qwen9b/refine2", "judge_key_points": "The response states that the product is a perfect replacement for the light bulbs in our RV.", "judge_score": 1.0, "judge_thought": "The generated response exactly repeats the ground truth statement (only adding a period), fully reflecting the key point with no extra or conflicting content, so m=1, P=0, final score=1.", "model": "Qwen/Qwen3.5-9B", "n_icl": 8, "privileged": "refine", "refine_round": 2, "response": "Perfect replacements for the light bulbs in our RV.", "review_type": "generated_candidate", "sample_role": "quality_high_anchor", "score_band": "High" } ], "unprivileged_candidates": 120, "valid_candidates": 229 }, "case_id": "humanual-amazon-v1:train:55c8a52ae644247fb7a3:prompt2", "category": "Automotive", "cohort": "seen", "eval_pair_id": null, "history": { "sampled_demonstrations": [ { "date": "2016-06-25", "length_band": "Medium", "length_chars": 143, "post_id": "amzr_a457b3c2a4dcce0fcdb1a6185434647d2a022f7a8455f277f2f35b6c67b45789", "product": { "category": "Automotive", "description_excerpt": "Bully aluminum side steps add convenient entry access to your vehicle. Constructed from a one piece cast, these 1 inch steps feature a strong and durable design. Lightweight and paintable, they mount to most trucks and SUVs, with non-slip step pads for reliable footing. Chevrolet: 1999-2020 Silverado 1500/ 2500/ 3500 , 2002- 2013 Avalanche , 1988-1999 Full Size C/K Truck 1500/ 2500/ 3500 All Cab Sizes, 1973- 2018 Suburban , 1992- 2018 Tahoe , 1973- 1987 Full Size Pickups , 1976- 1993 S-10 All Cab Sizes, 1976- 1996 Blazer , 2000- 2008 Trailblazer , 1967- 1996 Full Size Vans . Dodge : 1994-2018", "details": { "Brand": "Bully", "Color": "Polished Aluminum", "Date First Available": "March 12, 2016", "Exterior": "Aluminum, Chrome", "Exterior Finish": "Aluminum, Chrome", "Is Discontinued By Manufacturer": "No", "Item Dimensions LxWxH": "12 x 12 x 12 inches", "Item Weight": "16 Pounds" }, "features": [ "1 inch Stirrup side steps mount to trucks or SUVs", "Design with non-slip step pad", "Polished die-cast aluminum brackets, strong, lightweight and paintable", "Solid mount/ Includes all hardware/ instructions included for easy install" ], "product_id": "B0BSTHVBCB", "title": "Bully AS-600-2 Polished Aluminum Universal Fit Truck Side Step Set of 4 for Trucks from Chevy (Chevrolet), Ford, Toyota, GMC, Dodge RAM, Jeep" }, "rating": 5.0, "review_type": "demonstration", "text": "Excellent product. Works perfectly on my 2010 Ford 150. Easy to install. 20 minutes each side. Comes 2 in a box even though it says sold singly" }, { "date": "2016-09-07", "length_band": "Short", "length_chars": 9, "post_id": "amzr_b7ca6cfa7662a0c178f6a6c246a8c487fdced77bcffe7be7f5f8fa887ee1d714", "product": { "category": "Automotive", "description_excerpt": "Brake Control O.E.M. style wire harness are designed for models equipped with trailer tow package. The quick and easy plug in style connections reduces possible short circuits and cross wiring of brake controls. This custom pre-wired brake control harness will mate directly between your vehicle and several Reese Towpower brake controls. To be used with the following vehicles: 2009-2013 Flareside; 2012-2013 Flex with Factory 7-Way; 2012 Lincoln MKT with Factory Tow Package; 2009-2013 Styleside; 2009-2013 SuperCrew.", "details": { "Brand": "Reese", "Connector Type": "Plug in", "Date First Available": "September 25, 2014", "Exterior": "Smooth", "Item Dimensions LxWxH": "9 x 4.3 x 1.7 inches", "Item Weight": "0.02 Pounds", "Item model number": "78124", "Manufacturer": "Reese Towpower" }, "features": [ "Custom pre-wired Ford F-150 brake control harness.Material:Copper", "O.E.M. Style Wire Harness", "Reduces possible short circuits and cross wiring of brake controls", "Quick and easy plug in style" ], "product_id": "B00NW8PSUO", "title": "Reese Towpower Trailer Brake Controller Harness, Compatible with Select Ford Expedition, F-150, F-250 Super Duty, F-350 Super Duty, F-450 Super Duty, F-550 Super Duty, Flex : Lincoln MKT, Navigator" }, "rating": 5.0, "review_type": "demonstration", "text": "Excellent" }, { "date": "2016-10-11", "length_band": "Short", "length_chars": 63, "post_id": "amzr_42f83a1e04cb445d78bba1fadb532f4bda640eb45c9a865a3ce53dc1db1dd479", "product": { "category": "Automotive", "description_excerpt": "Dometic 310 Series- Best In class gravity flush. 100 percent vitreous ceramic bowl. 360 degrees vortex flush pattern. Powerful swirl-jet cleaning action. Lightweight. Long, full-sized adult seat. Tall, ergonomic seat height- 18 inches. Easily accessible water line connection. Two-bolt installation. Optional hand spray. Low-maintenance, reliable operation. Two-year warranty.", "details": { "Brand": "Dometic", "Color": "Bone", "Date First Available": "August 27, 2010", "Is Discontinued By Manufacturer": "No", "Item Dimensions LxWxH": "19 x 15 x 20 inches", "Item Weight": "23.5 Pounds", "Item model number": "302310073", "Manufacturer": "Dometic" }, "features": [ "Bone Color (off white)", "Best In Class gravity flush", "Comfortable 18\" ergonomic seat height", "Power flush, swirl-jet bowl rinse action ensures a cleaner rinse" ], "product_id": "B01C7CDMTE", "title": "Dometic 310 Series Standard Height Toilet, Bone" }, "rating": 5.0, "review_type": "demonstration", "text": "Swapped our plastic toilet out and very satisfied. Good quality" } ], "total_demonstrations": 8 }, "prompt_index": 2, "quick_eval": false, "review_strata": { "length_band": "Short", "rating": 5 }, "row_id": "humanual-amazon-v1:train:55c8a52ae644247fb7a3", "source_line_sha256": "ac14fb389be06a713f82169154efdf9b51d23915774edbb5a44fca8b442858b2", "split": "train", "split_label": "Train / seen user", "target": { "date": "2017-01-12", "length_band": "Short", "length_chars": 50, "post_id": "amzr_85e3d91c678bb587d19154ebb8c0f74a7b5c0ded565a4691bb516bab2aec90d7", "product": { "category": "Automotive", "description_excerpt": "", "details": { "Auto Part Position": "Lower", "Brand": "HOTSYSTEM", "Color": "1156-18smd Warm white", "Date First Available": "February 9, 2015", "Is Discontinued By Manufacturer": "No", "Item Package Quantity": "1", "Item Weight": "2.4 ounces", "Item model number": "HS-C00879B1x10+W3" }, "features": [ "Easy Installation: No need to distinguish positive and negative electrode of the bulb, directly insert,plug and play.", "Long life and Energy-saving: Pure copper brackets,pure gold wire welding process ,so circuits are not easily oxidized.Just 1/10 of the energy consumption of traditional halogen bulb.", "Applications: Internal light, Tail lights, Turn signal light, Corner light, Parking light, Side marker and Backup lights", "Cross Reference: 1156 BA15S 1073 1095 1141 1156 1156A 1156NA 1195 12088 1295 1295NA 199 2396 3497 631 7506 93 97 97A 97NACross Reference:1156A 1156NA 1156 P21W BA15S 87 93 97 97A 97NA 199 631 1073 1095 1141 1195 1295 2396 3497 5007 5008 7506 12088 1295NA etc." ], "product_id": "B00TDDCGNO", "title": "HOTSYSTEM LED Light Bulbs 1156 1141 7506 P21W BA15S 18-5050SMD for Car RV SUV Camper Trailer Trunk Interior Reversing Backup Tail Turn Signal Corner Parking Side Marker Lights(WarmWhite,Pack of 10)" }, "rating": 5.0, "review_type": "target", "text": "Perfect replacements for the light bulbs in our RV" }, "uid": "amzu_03873356a23caed8d879aa6068ebee532743343394e1236723edd359772103bd" }, { "candidate_pool": { "error_candidates": 0, "expected_candidates": 229, "family_stats": { "icl": { "error": 0, "expected": 96, "score_max": 0.57, "score_mean": 0.06776041666666667, "score_median": 0.0, "score_min": 0.0, "valid": 96 }, "no_icl": { "error": 0, "expected": 24, "score_max": 0.38, "score_mean": 0.12729166666666666, "score_median": 0.08, "score_min": 0.0, "valid": 24 }, "oracle": { "error": 0, "expected": 1, "score_max": 1.0, "score_mean": 1.0, "score_median": 1.0, "score_min": 1.0, "valid": 1 }, "prefix": { "error": 0, "expected": 72, "score_max": 0.84, "score_mean": 0.2716666666666667, "score_median": 0.26, "score_min": 0.0, "valid": 72 }, "refine": { "error": 0, "expected": 36, "score_max": 0.83, "score_mean": 0.31763888888888897, "score_median": 0.28, "score_min": 0.0, "valid": 36 } }, "privileged_candidates": 109, "sampled_candidates": [ { "eligible_views": [ "broad", "unprivileged" ], "family": "no_icl", "gen_label": "qwen4b/icl0", "judge_key_points": "1) The reviewer experienced smooth performance with no frame\u2011hitching after the October relaunch. 2) The story and ending were praised as very good and a fitting conclusion to the trilogy. 3) Gameplay was solid overall but became frustrating in the final 20%, especially due to overwhelming enemy numbers and a grind\u2011heavy tank battle.", "judge_score": 0.0, "judge_thought": "The generated response mentions the story conclusion positively (partial match to point 2) and notes minor frame\u2011rate dips (contradicts point 1). It does not address the smooth performance, the end\u2011game frustration, or the grind, so those points are largely missed. Overall coverage is low and the extra praise about the Batmobile and a 5\u2011star rating adds irrelevant speculation, leading to a penalty. Final score is 0.0.", "model": "Qwen/Qwen3.5-4B", "n_icl": 0, "privileged": null, "refine_round": null, "response": "Finally, a game that actually respects the medium! I've been waiting years for the Batmobile to be real, and Rocksteady delivered. The scale of Gotham is incredible; it feels like a living city rather than just a collection of textures. The Arkham Knight is a terrifying addition, and the story conclusion feels earned. One thing I'll admit: the frame rate dips a bit in the open areas, but that's a minor complaint for an otherwise masterpiece. If you're a Batman fan, this is the definitive entry. 5 stars.", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad", "unprivileged" ], "family": "icl", "gen_label": "qwen4b/icl4", "judge_key_points": "1) The reviewer experienced solid technical performance (high settings, 60FPS, no frame\u2011hitching). 2) The story was very good and provided a fitting ending to the trilogy. 3) Gameplay was generally good but became frustrating toward the final 20% due to grindy combat and tough tank battle. 4) Overall recommendation: recommend to fans despite not being a GOTY, praising resolved technical issues.", "judge_score": 0.0, "judge_thought": "The generated response is largely negative, claiming the Batmobile feels disconnected, the world empty, story merely okay, and gameplay clunky, which contradicts the ground\u2011truth points of solid performance, strong story, generally good gameplay, and a positive recommendation. It fails to reflect any of the four key points (match values ~0.0) and adds contradictory, unsupported criticism, so coverage is ~0 and penalty is high (~0.8). Final score = max(0, 0 - 0.8) = 0.", "model": "Qwen/Qwen3.5-4B", "n_icl": 4, "privileged": null, "refine_round": null, "response": "I've been playing Batman games since the days of the original Arkham Asylum, so I'm used to the feeling of justice being served in a dark, gritty world. But this time, the darkness feels a bit too heavy, and the justice feels a bit too... manufactured. The Batmobile is here, and it's huge, which is great for driving around Gotham, but honestly, it feels a bit disconnected from the rest of the game. It's like having a supercar in a game where the cars you steal are from the 80s. It doesn't quite fit the \"noir\" vibe of the previous games. The open world is massive, yes, but it feels empty. There's so much to see, but nothing really happens. It's just a giant sandbox where you can walk around and look at buildings, but the quests feel repetitive. \"Go here, fight these guys, go there.\" It's the same loop over and over. The main villain, the Arkham Knight, is a cool concept, but his presence feels forced. The whole game is set up to lead you to him, but once you get there, the actual confrontation feels rushed. It's like the developers knew the game was ending and just wanted to throw everything they had left at you. The story is okay, but it lacks the emotional punch of the first two games. The characters feel a bit flat, and the dialogue is often a bit on the nose. It's like they were trying too hard to make it \"epic\" and ended up making it feel a bit like a movie trailer that never quite landed. The game is technically impressive, with some great visuals and sound design, but the gameplay feels a bit clunky. The combat is a bit more complex than before, which is good, but it also makes the game a bit harder to pick up. If you're a casual player, you might find it a bit frustrating. Overall, it's a game that tries to be everything and ends up being nothing. It's a disappointment for fans of the series, and a miss for anyone looking for a great superhero game. It's like a Batman movie where the hero is too perfect, the villains are too cartoonish, and the plot is too convoluted. It's a game that feels like it's trying to be a masterpiece, but ends up being just a very expensive, very long, and very forgettable experience. If you're looking for a", "review_type": "generated_candidate", "sample_role": "family_representative", "score_band": "Low" }, { "eligible_views": [ "broad" ], "family": "prefix", "gen_label": "qwen4b/prefix0.5", "judge_key_points": "1) Hardware setup and smooth performance at high settings 60FPS with no hitching. 2) Story is very good and provides a fitting ending to the trilogy. 3) Gameplay is solid overall but the final ~20% is frustratingly grindy with many enemies and a tough tank battle. 4) The reviewer recommends the game to fans despite not being a GOTY.", "judge_score": 0.2, "judge_thought": "The generated response matches points 1 and 2 well (hardware and story), but completely misrepresents point 3 by saying the ending is easy and boring rather than frustratingly hard, and it does not give the same clear recommendation, adding contradictory complaints. Coverage is about 0.6 and there is moderate irrelevant/contradictory content, so penalty ~0.4. Final score \u22480.2.", "model": "Qwen/Qwen3.5-4B", "n_icl": 8, "privileged": "prefix", "refine_round": null, "response": "After the disastrous launch in June I held off on playing the game until the \"re-launch\" at the end of October, so this review is based on the current state of the game. First of all, I played this game on an i5 with a single Geforce 970 and 16GB of RAM. The system is about 3 years old, but the graphics card is new. I was able to play the game on high settings, and I locked it at 60FPS in the settings before starting. I had no frame-hitching at all throughout the entire game (20+ hours of playtime), including the parts with the batmobile. So as far as technical issues, whichever ones still exist (bugs, etc.) none of them hindered me and I didn't notice anything during my playthrough. The story (despite having been spoiled on it in advance) was actually very good, including side-quests. I have absolutely zero complaints with the story portion of the game, and as far as a 'fitting\" ending of the trilogy of Arkham games by Rocksteady, I think this was a great swan song. The gameplay was very good for the most part, except toward the final 20% of the game, where the gameplay got boring and repetitive. It was a bit too easy, and the final boss fight was incredibly boring and repetitive. I would have preferred a different final boss fight. I was a bit disappointed with the ending, and I think that the ending could have been much better. I also think that the ending was too short. I would have preferred a more complex ending, where I would have had to fight the final boss in different ways. I was disappointed that the game was so easy toward the end. I would have preferred a harder final boss fight. I think that the final boss fight was too easy, and I would have preferred a more challenging final boss fight. Overall, I think this is a very good game, but I think that the ending was too short and too easy. I think that the final boss fight was too easy, and I would have preferred a more challenging final boss fight.