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How some common material imbalances affect your win-rate

163 pointsby Lucalmost 2 years ago

15 comments

rauljaraalmost 2 years ago
Honestly, two rooks for a queen being a disadvantage is kind of a relief.<p>I’ve always been taught the two rooks are better and who can argue with 5 + 5 &gt; 9? But also, I’ve also lost almost every game where I’ve had the rooks. I always thought that I just needed to be a better player to take advantage of it. Glad to know it wasn’t just me.<p>Just goes to show that these shortcuts, like the point system, are only heuristics, and pretty shallow ones at that. Knowing that being up a bishop gives you slightly more of an advantage than a knight is better than nothing. But learning in which sorts of positions a knight is actually better than a bishop will give you a much deeper understanding (and correspondingly more wins).
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d_burfootalmost 2 years ago
This thread makes me want to build a simple chess-practice tool that works like this: 1) Get a big database of positions<p>2) Use StockFish to evaluate all the positions<p>3) Pick a position at random, show it to the user, and ask for their evaluation<p>4) User gets a score based on the difference b&#x2F;t their eval and StockFish&#x27;s.<p>The idea being that this could allow you to rapidly hone your position-evaluation skill. That might be a faster way to improve at chess than just grinding through many games.
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ladbergalmost 2 years ago
Am I misunderstanding something or is there a glaring statistical error here? I think this analysis works if the matches are all between two players of <i>truly</i> identical skill that will roughly win 50% of the time against the other, but that&#x27;s not really the case here. They attempt to do that by controlling for Elo but I&#x27;m decently sure that you could pick any two players of the same Elo on lichess and one will win the majority of games.<p>Now if we assume there is often a slightly better player in these games, the better player will more likely get into an advantageous position early in the game <i>and</i> win more often, but not entirely because they got into the more advantageous position. What I&#x27;m trying to say is that someone who is up a rook will win partially because they&#x27;re up a rook and partially because they are likely a better player in the first place and will continue to play better than their opponent.<p>I think to do this study correctly you&#x27;d need to place new players in a random position drawn from the dataset and actually evaluate the win rate without the confounding factor of having gotten into that position in the first place.
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red_admiralalmost 2 years ago
I&#x27;m surprised that in the higher ELO ranges, being up a clean pawn has only a comparatively minor impact - I thought that one clean pawn ahead and no other major positional or structural disadvantages was more or less &quot;GG&quot; among top players.
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AdamH12113almost 2 years ago
Neat results! I am very much a rank amateur, but it looks like these results roughly align with the traditional 1-3-5-9 point values for the pieces, with a couple exceptions. Advantages of a single pawn, minor piece, or rook have proportionate values similar to what you&#x27;d expect. In particular, bishops and knights are very close with bishops being worth a tiny bit more. Winning the exchange is a sizeable advantage. Trading a rook for two minor pieces is an advantage except at the lowest skill levels.<p>Two rooks turn out to be significantly worse than a queen instead of slightly better. But the most surprising thing to me is that having the two bishops seems to be worth almost nothing -- close to 50% odds across skill level. A single pawn advantage is more valuable! (The article says &quot;4-5% more likely to win&quot; at Elo 1200-1400, but that doesn&#x27;t match the graph.) These surprising results were also more consistent across skill level, while the well-known advantages are worth significantly more to skilled players.
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KingOfCodersalmost 2 years ago
Really nice insights.<p>Though<p>&quot;Even at lower Elo ranges like 1200-1400, you&#x27;re 4-5% more likely to win if you have the only bishop pair. 1200 Elo players don&#x27;t know how to take advantage of having the bishop pair, and yet it helps them win all the same [...] A 1000-1200 Elo player is only about 8% more likely to win when up two minors for a rook.&quot;
alexmolasalmost 2 years ago
Nice article!!<p>But this is not what you&#x27;re testing. You&#x27;re not determining the effect of imbalance alone, but imbalance + particular position of pieces. To determine the effect of imbalance you should study how does not having a certain piece since the beginning affect the result of the game.<p>Also, being a pawn up in the opening is much more different than being a pawn up in the end game. It would be interesting to redo this analysis but splitting by opening, middle game, and end game.
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tech_kenalmost 2 years ago
Maybe I&#x27;m just a choke artist but if I win the exchange I&#x27;m probably losing the game. Opponent always seems to &quot;turn on&quot; and I just get blown away
wmsileralmost 2 years ago
I wonder how this would change if you only looked at highly rated chess engines. For example, is a rook pair really not as good as a queen or is it just that _humans_ aren&#x27;t as good at using the rooks effectively?
janalsncmalmost 2 years ago
Would be interesting to see material imbalances as a function of plies into the game. As in, we know an extra pawn is more important in the endgame than in the opening, but how much more?
billfruitalmost 2 years ago
&quot;1200 Elo players don&#x27;t know how to take advantage of having the bishop pair.&quot;<p>How exactly does one take advantage of having a bishop pair? Why is that not obvious to players under 1200?
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fairityalmost 2 years ago
I&#x27;d love to see the winrate data for Stockfish against Stockfish, for each data set. To get a sense of what the objective winrate is.
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ChicagoBoy11almost 2 years ago
In case the author sees this, the chessbook discord invite isn&#x27;t working (at least not for me). bummer... this looks great!
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lordnachoalmost 2 years ago
What does &quot;clean&quot; mean in this context? What makes you up a pawn &quot;cleanly&quot;?
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KingOfCodersalmost 2 years ago
(Please Lichess, this is not ELO)
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