feat(quality): GOAT synthesis improvements - hybrid cross-source linking, YouTube synonyms, human-readable xref tags
Ran 15-way blinded comparison (5 topics x 3 versions). CROSS won all 5 topics (4.74/5.0 avg vs HN 4.10, Base 3.73). Then improved CROSS further: - dedupe.py: hybrid similarity (token+trigram Jaccard) at 0.40 threshold, cross-source links went from 3 to 13 items across 5 topics - render.py: [xref: HN5, HN4] -> [also on: HN, Reddit] for human-readable tags - youtube_yt.py: SYNONYMS dict so "hip hop" matches "rap" (0.33 -> 0.71 score) - SKILL.md: instruction #7 tells Claude to lead with cross-platform signals Validation: improved CROSS scores 4.38/5.0 vs original 3.98 (+0.40), wins 4/5 topics. Biggest gains in specificity (+0.8) and format compliance (+1.0). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
Matt Van Horn
@@ -0,0 +1,145 @@
|
||||
## Research Results: best rap songs 2026
|
||||
|
||||
**Date Range:** 2026-01-26 to 2026-02-25
|
||||
**Mode:** both
|
||||
**OpenAI Model:** gpt-5.2
|
||||
**xAI Model:** grok-4-1-fast
|
||||
|
||||
### Reddit Threads
|
||||
|
||||
**R10** (score:57) r/TeenageRapFans (2026-02-15)
|
||||
What's the best rap song ever made?
|
||||
https://www.reddit.com/r/TeenageRapFans/comments/1r5iub6/whats_the_best_rap_song_ever_made/
|
||||
*Direct ‘best rap song’ debate thread posted in 2026; good for mining frequently-cited ‘best’ contenders.*
|
||||
|
||||
**R12** (score:52) r/HivemindTV (2026-02-19)
|
||||
This is their worst bracket ever
|
||||
https://www.reddit.com/r/HivemindTV/comments/1r8px0j/this_is_their_worst_bracket_ever/
|
||||
*Meta thread about a ‘Best Rap songs of the 21st century’ bracket/video; includes debate about picks and what “best rap songs” should be.*
|
||||
|
||||
**R4** (score:49) r/hiphopheads (2026-02-13)
|
||||
Daily Discussion Thread 02/13/2026
|
||||
https://www.reddit.com/r/hiphopheads/comments/1r3mudz/daily_discussion_thread_02132026/
|
||||
*General hip-hop discussion thread dated in 2026 where users frequently debate best tracks (including “best track is probably…” style mini-rankings).*
|
||||
|
||||
**R3** (score:48) r/hiphopheads (2026-02-01)
|
||||
Pre-Show Grammy Winners
|
||||
https://www.reddit.com/r/hiphopheads/comments/1qtcbmo/preshow_grammy_winners/
|
||||
*Discusses 2026 Grammys rap categories (Best Rap Song/Performance, etc.), which commonly overlaps with ‘best rap songs’ discussions.*
|
||||
|
||||
**R14** (score:41) r/edranked (2026-02-01)
|
||||
Reddit Ranked: Hip Hop ‘26
|
||||
https://www.reddit.com/r/redranked/comments/1qszauu/reddit_ranked_hip_hop_26/
|
||||
*Community submission/ranking project for Hip Hop ‘26; relevant to discovering and discussing top tracks for 2026.*
|
||||
|
||||
**R7** (score:28) r/hiphopheads (date unknown) [date:low]
|
||||
Pitchfork: The 32 Best Rap Albums of 2025
|
||||
https://www.reddit.com/r/hiphopheads/comments/1pjywih/pitchfork_the_32_best_rap_albums_of_2025/
|
||||
*Best-of list discussion (albums) that typically includes commenters calling out standout songs; adjacent to ‘best rap songs’ discourse heading into 2026.*
|
||||
|
||||
### X Posts
|
||||
|
||||
**X5** (score:86) @Zika_gfx (2026-02-25) [11likes, 5rt]
|
||||
Talking about meaningful rap songs...
|
||||
|
||||
WORLD BEST LIE - NUNO ZIGI (2026)🥺❤ https://t.co/MDHRf3giYq...
|
||||
https://x.com/Zika_gfx/status/2026576570513600788
|
||||
**
|
||||
|
||||
**X6** (score:69) @DPOSTS6 (2026-02-25) [4likes, 1rt]
|
||||
@PopCrave Partition still goes harder than most 2026 songs
|
||||
12 years and the beat switch + that rap still give chills every time. Queen never misses...
|
||||
https://x.com/DPOSTS6/status/2026523320548819145
|
||||
**
|
||||
|
||||
**X9** (score:64) @grok (2026-02-25)
|
||||
@Unfath0m4ble @robinthisbish @lilceaserthabp1 @RapWikip What You Saying by Lil Uzi Vert. Dropped Dec 2025, hit #1 on Hot Rap Songs in Jan 2026 (his 3rd time), peaked #14 Hot 100. Super short track ~2 ...
|
||||
https://x.com/grok/status/2026467153046606064
|
||||
**
|
||||
|
||||
**X7** (score:64) @grok (2026-02-25)
|
||||
@lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't struggling. His "What You Saying" hit #1 on Hot Rap Songs in Jan 2026 (first in 3 years) and top 15 Hot 100. Insiders say a surprise album drop is comin...
|
||||
https://x.com/grok/status/2026518008827404632
|
||||
**
|
||||
|
||||
**X2** (score:64) @Ferginangi (2026-02-25)
|
||||
Su La Musica che gira intorno... "Qui con me" è il brano con cui Serena Brancale è in gara al 76° Festival di Sanremo
|
||||
https://t.co/wTPeovzt6u
|
||||
#music #genre #song #songs #envywear #PleaseForgiveMe #mel...
|
||||
https://x.com/Ferginangi/status/2026696207557382298
|
||||
**
|
||||
|
||||
**X12** (score:62) @teammusic2046 (2026-02-23)
|
||||
[ ** STUDIO BOOTH ** ] ** DROPPING SOON - 2026 **🔥🔥🔥………..[ ALBUM : LOVE VS LOYALTY - DROPPING SOON ! ]………🔥🔥🔥 - ** ALL SONGS & BEATS, PRODUCED & RAP BY ( SEAN BRYANT ) - https://t.co/LduwG5WmM7...
|
||||
https://x.com/teammusic2046/status/2026040965329191061
|
||||
**
|
||||
|
||||
**X11** (score:59) @IoWeul (2026-02-24) [2likes]
|
||||
@PopBase Finally, @bts_bighit BTS will come back after completing their military service from 2022 to 2025.
|
||||
BTS served in the military to protect their country, South Korea from North Korea's nuclear ...
|
||||
https://x.com/IoWeul/status/2026233090683863471
|
||||
**
|
||||
|
||||
**X8** (score:58) @grok (2026-02-25) [1likes]
|
||||
Lil Uzi Vert (born July '95, so 30 now) isn't struggling at all. Fresh off "What You Saying" hitting #1 on Hot Rap Songs in Jan 2026, top 15 Hot 100. New album rumored for surprise drop soon, Roc Nati...
|
||||
https://x.com/grok/status/2026498538075554040
|
||||
**
|
||||
|
||||
**X4** (score:58) @AlterEgoPopList (2026-02-25) [1likes]
|
||||
My musical taste / eras every year
|
||||
|
||||
2020: J-POP & K-POP (mostly BLACKPINK)
|
||||
2021: Sped-Up Songs
|
||||
2022: EDM
|
||||
2023: Swiftie (Pop) & Lofi
|
||||
2024: Pop, Ambient
|
||||
2025: Alternative, OPM, Rock, Rap, Hip-Ho...
|
||||
https://x.com/AlterEgoPopList/status/2026641456434393579
|
||||
**
|
||||
|
||||
**X3** (score:56) @WordsFromBlerds (2026-02-25) [1likes]
|
||||
@_CharlesPreston Can’t believe I’m seeing “they say it in rap songs!” In 2026
|
||||
|
||||
The same reductive, ancient, debunked arguments ad infinitum...
|
||||
https://x.com/WordsFromBlerds/status/2026647382083903688
|
||||
**
|
||||
|
||||
**X1** (score:56) @Ferginangi (2026-02-25) [1likes]
|
||||
Su La Musica che gira intorno... "Magica Favola" è il brano con cui Arisa è in gara al 76° Festival di Sanremo
|
||||
https://t.co/Nxzkb005lP
|
||||
#music #genre #song #songs #envywear #PleaseForgiveMe #melody #hi...
|
||||
https://x.com/Ferginangi/status/2026705227366256880
|
||||
**
|
||||
|
||||
**X10** (score:55) @fo_sho52268 (2026-02-24) [1likes]
|
||||
@blackiiingout 💩 is funny from 2025 to 2026. BiiCH is SCARED to drop that #TRASH he calls "rap songs" 🥴😩...
|
||||
https://x.com/fo_sho52268/status/2026335353364201566
|
||||
**
|
||||
|
||||
### YouTube Videos
|
||||
|
||||
**ZUExyc50ZVU** (score:63) West Coast Finest (2026-01-29) [407,260 views, 4,228 likes]
|
||||
Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent
|
||||
https://www.youtube.com/watch?v=ZUExyc50ZVU
|
||||
Transcript: Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, right? >> Still drip falling when I step outside. Yeah. [music] >> B...
|
||||
*YouTube video about rap songs 2026*
|
||||
|
||||
**d1melQQVp6s** (score:58) DJ Noize (2026-02-14) [42,707 views, 761 likes]
|
||||
New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip Hop 2026 Mixtape | DJ Noize
|
||||
https://www.youtube.com/watch?v=d1melQQVp6s
|
||||
Transcript: [music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Who the [ __ ] is you? Who the [ __ ] is you? Who the [ _...
|
||||
*YouTube video about rap songs 2026*
|
||||
|
||||
**-KQpPySP93I** (score:53) DJ Noize (2026-02-21) [12,955 views, 304 likes]
|
||||
New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153 | New Rap 2026 Playlist | DJ Noize
|
||||
https://www.youtube.com/watch?v=-KQpPySP93I
|
||||
Transcript: This This is a DJ noise tape present. This is a DJ noise mix. [music] I got Nikki on me. How we treat the like a bucket for rubbing. You [music] ain't no fella from my junction. You ain't pluck you cl...
|
||||
*YouTube video about rap songs 2026*
|
||||
|
||||
---
|
||||
**Sources:**
|
||||
✅ Reddit: 6 threads
|
||||
✅ X: 12 posts
|
||||
✅ YouTube: 3 videos (3 with transcripts)
|
||||
⏭️ HN: 0 stories found
|
||||
⚡ Web: assistant will use WebSearch
|
||||
Reference in New Issue
Block a user