id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
11,355 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828590.175 | 67.076 | 66.923 | 42.672 | -92 | -86 | -84 | -84 | -78 | -86 | -89 | -74 |
| B | 1722828585.137 | 45.000 | 50.109 | 42.672 | -88 | -85 | -86 | -85 | -80 | -90 | -81 | -74 |
| C | 1722828800.154 | 101.888 | 92.070 | 42.672 | -87 | -88 | -84 | -83 | -87 | -81 | -80 | -73 |
| D | 1722828860.152 | 0.000 | 56.120 | 42.672 | -72 | -98 | -94 | -100 | -76 | -83 | -100 | -89 |
| E | 1722828329.144 | 69.623 | 1.181 | 42.672 | -91 | -102 | -103 | -87 | -85 | -87 | -84 | -94 |
| F | 1722828673.175 | 28.868 | 85.859 | 42.672 | -86 | -91 | -81 | -83 | -79 | -79 | -86 | -81 |
| G | 1722828473.152 | 23.774 | 80.710 | 42.672 | -86 | -88 | -80 | -84 | -78 | -78 | -80 | -79 |
| H | 1722829024.146 | 91.699 | 24.962 | 42.672 | -100 | -95 | -83 | -79 | -91 | -79 | -67 | -78 |
| I | 1722828828.144 | 84.057 | 17.796 | 42.672 | -100 | -94 | -83 | -76 | -90 | -82 | -67 | -78 |
| J | 1722828652.198 | 19.528 | 36.679 | 42.672 | -86 | -87 | -86 | -86 | -72 | -89 | -81 | -76 |
| K | 1722828834.179 | 69.623 | 7.790 | 42.672 | -100 | -93 | -84 | -73 | -85 | -75 | -72 | -80 |
| L | 1722828726.157 | 93.397 | 98.002 | 42.672 | -100 | -88 | -79 | -86 | -86 | -78 | -84 | -75 |
| M | 1722828679.139 | 33.113 | 87.823 | 42.672 | -82 | -82 | -76 | -80 | -89 | -81 | -84 | -73 |
| N | 1722828926.159 | 79.812 | 112.984 | 42.672 | -86 | -85 | -78 | -88 | -94 | -85 | -89 | -78 |
| O | 1722828571.154 | 11.038 | 48.291 | 42.672 | -87 | -86 | -84 | -91 | -75 | -91 | -88 | -74 |
| P | 1722828731.155 | 75.567 | 116.673 | 42.672 | -89 | -83 | -79 | -85 | -94 | -79 | -85 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828630.158
- **Target RSSI fingerprint:** [-100, -92, -80, -73, -83, -78, -66, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05719363317074,
19.998459815979004,
42.672000000000004
] | 16 |
19,898 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999634.130 | 134.152 | 50.826 | 42.672 | -79 | -77 | -100 | -72 | -69 | -74 | -81 | -100 |
| B | 1722999752.153 | 76.416 | 10.444 | 42.672 | -83 | -78 | -82 | -82 | -86 | -84 | -85 | -74 |
| C | 1722999805.151 | 13.585 | 37.608 | 42.672 | -88 | -74 | -90 | -83 | -89 | -82 | -69 | -64 |
| D | 1722999832.143 | 104.435 | 14.584 | 42.672 | -76 | -76 | -83 | -81 | -80 | -81 | -70 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999977.148
- **Target RSSI fingerprint:** [-86, -81, -81, -90, -84, -82, -84, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96278718601344,
11.17365837097168,
42.672000000000004
] | 4 |
33,609 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691299.152 | 139.250 | 87.691 | 51.816 | -75 | -84 | -77 | -73 | -82 | -80 | -77 | -79 |
| B | 1723691259.152 | 109.532 | 35.047 | 51.816 | -100 | -68 | -100 | -100 | -80 | -73 | -79 | -75 |
| C | 1723691097.140 | 0.849 | 75.787 | 51.816 | -100 | -91 | -100 | -85 | -96 | -100 | -99 | -97 |
| D | 1723691440.133 | 231.800 | 94.034 | 51.816 | -78 | -100 | -76 | -83 | -81 | -86 | -77 | -100 |
| E | 1723691876.132 | 149.439 | 5.733 | 51.816 | -80 | -69 | -80 | -80 | -79 | -77 | -75 | -71 |
| F | 1723691496.156 | 126.514 | 72.748 | 51.816 | -83 | -82 | -76 | -76 | -80 | -83 | -78 | -78 |
| G | 1723691694.142 | 118.872 | 67.307 | 51.816 | -82 | -82 | -76 | -74 | -78 | -86 | -76 | -83 |
| H | 1723691378.141 | 157.081 | 96.847 | 51.816 | -75 | -100 | -86 | -77 | -83 | -81 | -71 | -80 |
| I | 1723691822.150 | 193.592 | 94.114 | 51.816 | -81 | -82 | -75 | -74 | -82 | -79 | -79 | -80 |
| J | 1723691347.146 | 226.706 | 95.507 | 51.816 | -79 | -100 | -78 | -73 | -83 | -74 | -87 | -76 |
| K | 1723691845.142 | 231.800 | 92.269 | 51.816 | -84 | -100 | -80 | -100 | -82 | -72 | -79 | -78 |
| L | 1723691483.149 | 130.759 | 40.023 | 51.816 | -100 | -70 | -80 | -74 | -80 | -72 | -82 | -67 |
| M | 1723691839.144 | 228.404 | 97.351 | 51.816 | -77 | -100 | -75 | -86 | -84 | -100 | -77 | -81 |
| N | 1723691268.137 | 148.590 | 17.397 | 51.816 | -100 | -74 | -100 | -100 | -83 | -71 | -82 | -69 |
| O | 1723691934.160 | 8.491 | 74.261 | 51.816 | -100 | -80 | -100 | -77 | -100 | -100 | -100 | -86 |
| P | 1723691885.175 | 110.381 | 22.427 | 51.816 | -79 | -68 | -80 | -83 | -79 | -75 | -66 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691666.137
- **Target RSSI fingerprint:** [-80, -74, -82, -100, -83, -79, -74, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
160.47723712672666,
10.390706062316895,
51.816
] | 16 |
1,335 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828465.158 | 2.547 | 54.647 | 42.672 | -98 | -91 | -89 | -88 | -87 | -77 | -100 | -85 |
| B | 1722828635.164 | 67.925 | 7.511 | 42.672 | -96 | -90 | -88 | -79 | -75 | -89 | -77 | -84 |
| C | 1722828338.159 | 67.925 | 6.980 | 42.672 | -92 | -89 | -89 | -85 | -87 | -88 | -73 | -85 |
| D | 1722828454.153 | 21.227 | 41.390 | 42.672 | -88 | -87 | -87 | -90 | -88 | -73 | -87 | -76 |
| E | 1722828630.158 | 84.057 | 19.998 | 42.672 | -83 | -93 | -80 | -78 | -73 | -83 | -66 | -77 |
| F | 1722829005.159 | 118.869 | 74.102 | 42.672 | -87 | -78 | -81 | -78 | -82 | -88 | -71 | -80 |
| G | 1722828668.161 | 12.736 | 69.709 | 42.672 | -96 | -88 | -81 | -89 | -86 | -76 | -80 | -79 |
| H | 1722828672.158 | 28.019 | 84.798 | 42.672 | -92 | -81 | -81 | -76 | -84 | -78 | -87 | -78 |
| I | 1722828625.175 | 102.737 | 36.109 | 42.672 | -89 | -95 | -81 | -78 | -79 | -90 | -70 | -78 |
| J | 1722828982.142 | 39.057 | 53.095 | 42.672 | -86 | -89 | -89 | -91 | -91 | -75 | -93 | -77 |
| K | 1722828585.137 | 45.000 | 50.109 | 42.672 | -83 | -90 | -86 | -90 | -85 | -80 | -81 | -74 |
| L | 1722828599.153 | 100.189 | 93.861 | 42.672 | -86 | -80 | -85 | -75 | -79 | -89 | -71 | -73 |
| M | 1722829129.161 | 70.472 | 0.411 | 42.672 | -92 | -94 | -90 | -85 | -78 | -89 | -81 | -85 |
| N | 1722828918.137 | 107.831 | 83.537 | 42.672 | -85 | -89 | -86 | -84 | -81 | -83 | -73 | -76 |
| O | 1722828652.198 | 19.528 | 36.679 | 42.672 | -89 | -86 | -86 | -89 | -86 | -72 | -81 | -76 |
| P | 1722828807.174 | 120.567 | 72.775 | 42.672 | -85 | -83 | -84 | -79 | -84 | -90 | -86 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828535.151
- **Target RSSI fingerprint:** [-94, -95, -79, -80, -87, -87, -81, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92500495609757,
117.23052024841309,
42.672000000000004
] | 16 |
6,864 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828451.155 | 33.113 | 32.884 | 42.672 | -86 | -86 | -85 | -72 | -88 | -88 | -81 | -76 |
| B | 1722828792.159 | 89.152 | 82.980 | 42.672 | -91 | -86 | -86 | -73 | -86 | -85 | -87 | -76 |
| C | 1722828938.160 | 63.680 | 110.078 | 42.672 | -83 | -92 | -81 | -86 | -78 | -70 | -74 | -76 |
| D | 1722828953.150 | 6.793 | 59.106 | 42.672 | -91 | -90 | -82 | -84 | -84 | -81 | -86 | -77 |
| E | 1722828921.154 | 97.642 | 94.392 | 42.672 | -87 | -96 | -84 | -90 | -81 | -81 | -82 | -75 |
| F | 1722828871.151 | 32.264 | 86.443 | 42.672 | -88 | -79 | -88 | -75 | -81 | -86 | -88 | -80 |
| G | 1722828733.283 | 73.019 | 119.752 | 42.672 | -83 | -96 | -80 | -92 | -79 | -76 | -78 | -79 |
| H | 1722828696.148 | 94.246 | 39.771 | 42.672 | -93 | -81 | -88 | -82 | -80 | -87 | -82 | -80 |
| I | 1722828539.149 | 67.076 | 116.156 | 42.672 | -84 | -96 | -85 | -95 | -79 | -85 | -85 | -80 |
| J | 1722828666.168 | 4.245 | 60.725 | 42.672 | -91 | -87 | -87 | -79 | -82 | -91 | -100 | -78 |
| K | 1722828785.162 | 62.831 | 60.606 | 42.672 | -84 | -90 | -86 | -76 | -85 | -90 | -79 | -75 |
| L | 1722829023.164 | 95.944 | 28.200 | 42.672 | -93 | -92 | -74 | -84 | -81 | -76 | -63 | -76 |
| M | 1722828581.141 | 29.717 | 38.617 | 42.672 | -95 | -96 | -84 | -90 | -96 | -77 | -84 | -86 |
| N | 1722828614.173 | 123.114 | 67.334 | 42.672 | -91 | -74 | -83 | -86 | -79 | -75 | -70 | -78 |
| O | 1722828577.143 | 28.019 | 37.767 | 42.672 | -82 | -82 | -85 | -77 | -87 | -84 | -77 | -75 |
| P | 1722828695.136 | 93.397 | 40.926 | 42.672 | -94 | -83 | -88 | -83 | -79 | -84 | -86 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829006.166
- **Target RSSI fingerprint:** [-90, -76, -83, -89, -82, -80, -73, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
122.26500892097563,
70.87708950042725,
42.672000000000004
] | 16 |
28,341 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943517.154 | 44.152 | 15.540 | 60.960 | -81 | -77 | -77 | -75 | -72 | -71 | -69 | -70 |
| B | 1725943494.151 | 7.642 | 62.649 | 60.960 | -70 | -77 | -74 | -77 | -72 | -76 | -77 | -65 |
| C | 1725943066.140 | 92.548 | 22.387 | 60.960 | -78 | -77 | -76 | -76 | -76 | -72 | -76 | -71 |
| D | 1725943137.169 | 103.586 | 24.192 | 60.960 | -74 | -71 | -72 | -76 | -74 | -78 | -66 | -67 |
| E | 1725943198.140 | 0.000 | 19.720 | 60.960 | -78 | -76 | -80 | -75 | -72 | -65 | -75 | -79 |
| F | 1725943107.162 | 5.943 | 17.623 | 60.960 | -80 | -78 | -82 | -78 | -75 | -70 | -74 | -82 |
| G | 1725943537.152 | 93.397 | 3.238 | 60.960 | -84 | -83 | -75 | -75 | -74 | -76 | -72 | -69 |
| H | 1725943264.148 | 100.190 | 18.088 | 60.960 | -81 | -79 | -81 | -74 | -77 | -78 | -77 | -70 |
| I | 1725942984.169 | 49.246 | 11.253 | 60.960 | -80 | -78 | -75 | -75 | -75 | -73 | -70 | -70 |
| J | 1725943432.174 | 37.359 | 100.364 | 60.960 | -73 | -78 | -72 | -78 | -77 | -80 | -78 | -71 |
| K | 1725943499.158 | 3.396 | 36.042 | 60.960 | -68 | -72 | -74 | -78 | -75 | -77 | -75 | -68 |
| L | 1725943159.157 | 65.378 | 72.456 | 60.960 | -76 | -80 | -85 | -75 | -72 | -67 | -75 | -83 |
| M | 1725943124.140 | 91.699 | 2.495 | 60.960 | -83 | -81 | -79 | -73 | -71 | -73 | -67 | -70 |
| N | 1725942900.152 | 33.963 | 20.290 | 60.960 | -100 | -100 | -78 | -78 | -69 | -69 | -74 | -100 |
| O | 1725943172.157 | 56.038 | 29.765 | 60.960 | -73 | -70 | -73 | -77 | -80 | -76 | -74 | -61 |
| P | 1725943342.146 | 106.133 | 36.998 | 60.960 | -72 | -71 | -73 | -75 | -76 | -70 | -69 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943065.154
- **Target RSSI fingerprint:** [-77, -74, -77, -70, -77, -75, -77, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64281910217396,
20.449652671813965,
60.96
] | 16 |
38,801 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690065.149 | 191.044 | 54.913 | 42.672 | -100 | -100 | -100 | -73 | -70 | -82 | -82 | -79 |
| B | 1723690029.134 | 126.514 | 54.355 | 42.672 | -72 | -69 | -80 | -77 | -83 | -76 | -67 | -67 |
| C | 1723690209.179 | 168.119 | 7.007 | 42.672 | -100 | -100 | -76 | -100 | -100 | -86 | -73 | -76 |
| D | 1723690125.158 | 146.892 | 81.294 | 42.672 | -76 | -80 | -87 | -77 | -89 | -80 | -76 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689724.143
- **Target RSSI fingerprint:** [-78, -83, -86, -76, -89, -78, -76, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
151.13728982686186,
87.22619533538818,
42.672000000000004
] | 4 |
14,821 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006394.152 | 152.831 | 6.781 | 42.672 | -85 | -81 | -89 | -78 | -75 | -73 | -77 | -81 |
| B | 1723006741.171 | 142.642 | 7.551 | 42.672 | -81 | -80 | -79 | -80 | -83 | -80 | -67 | -76 |
| C | 1723006380.142 | 84.906 | 10.178 | 42.672 | -82 | -85 | -78 | -75 | -80 | -85 | -77 | -73 |
| D | 1723006699.149 | 73.868 | 86.443 | 42.672 | -85 | -84 | -89 | -87 | -77 | -73 | -100 | -70 |
| E | 1723006706.138 | 108.680 | 87.784 | 42.672 | -92 | -90 | -85 | -84 | -88 | -84 | -77 | -65 |
| F | 1723006612.144 | 122.265 | 8.997 | 42.672 | -82 | -82 | -82 | -78 | -74 | -73 | -84 | -84 |
| G | 1723006310.144 | 93.397 | 14.810 | 42.672 | -81 | -88 | -87 | -83 | -81 | -81 | -77 | -84 |
| H | 1723006276.171 | 144.341 | 49.445 | 42.672 | -85 | -84 | -85 | -78 | -71 | -66 | -74 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006875.171
- **Target RSSI fingerprint:** [-82, -80, -78, -79, -76, -86, -72, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15153243606248,
40.0101900100708,
42.672000000000004
] | 8 |
7,360 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994666.236 | 5.094 | 55.696 | 51.816 | -78 | -66 | -88 | -84 | -78 | -78 | -80 | -74 |
| B | 1731994329.205 | 122.265 | 70.452 | 51.816 | -88 | -95 | -83 | -80 | -87 | -81 | -80 | -74 |
| C | 1731994573.213 | 5.094 | 64.388 | 51.816 | -77 | -70 | -82 | -86 | -81 | -79 | -74 | -78 |
| D | 1731994513.202 | 84.057 | 37.927 | 51.816 | -93 | -93 | -90 | -74 | -85 | -82 | -89 | -78 |
| E | 1731994653.216 | 51.793 | 22.480 | 51.816 | -90 | -92 | -75 | -74 | -85 | -84 | -75 | -80 |
| F | 1731994767.229 | 8.491 | 66.166 | 51.816 | -74 | -65 | -82 | -88 | -77 | -76 | -74 | -73 |
| G | 1731994645.221 | 62.831 | 15.327 | 51.816 | -78 | -83 | -83 | -76 | -81 | -76 | -76 | -77 |
| H | 1731994505.230 | 69.623 | 48.291 | 51.816 | -94 | -94 | -77 | -77 | -78 | -80 | -75 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994757.221
- **Target RSSI fingerprint:** [-83, -94, -89, -81, -85, -78, -84, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.00031740963214,
97.11262702941895,
51.816
] | 8 |
18,489 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841007.153 | 111.227 | 94.644 | 60.960 | -84 | -81 | -69 | -87 | -79 | -72 | -76 | -77 |
| B | 1722841178.169 | 88.303 | 130.488 | 60.960 | -83 | -75 | -82 | -79 | -76 | -79 | -72 | -71 |
| C | 1722841243.151 | 16.981 | 118.704 | 60.960 | -75 | -72 | -76 | -73 | -69 | -77 | -76 | -68 |
| D | 1722841423.188 | 86.604 | 74.580 | 60.960 | -86 | -80 | -69 | -80 | -82 | -72 | -76 | -77 |
| E | 1722841039.162 | 15.283 | 119.911 | 60.960 | -77 | -81 | -81 | -75 | -71 | -82 | -81 | -71 |
| F | 1722841318.162 | 101.888 | 173.882 | 60.960 | -75 | -75 | -73 | -76 | -71 | -76 | -70 | -73 |
| G | 1722841363.167 | 35.661 | 99.369 | 60.960 | -82 | -70 | -75 | -73 | -74 | -82 | -74 | -71 |
| H | 1722841129.170 | 68.774 | 174.930 | 60.960 | -83 | -75 | -83 | -84 | -82 | -73 | -75 | -76 |
| I | 1722841011.161 | 95.944 | 81.746 | 60.960 | -81 | -100 | -100 | -83 | -75 | -71 | -76 | -74 |
| J | 1722840879.159 | 103.586 | 91.353 | 60.960 | -90 | -83 | -84 | -91 | -84 | -83 | -81 | -84 |
| K | 1722840936.162 | 22.925 | 133.898 | 60.960 | -78 | -78 | -80 | -69 | -77 | -70 | -71 | -76 |
| L | 1722841068.158 | 67.076 | 133.805 | 60.960 | -77 | -83 | -77 | -75 | -69 | -74 | -68 | -67 |
| M | 1722841400.169 | 125.661 | 136.857 | 60.960 | -80 | -71 | -74 | -86 | -73 | -70 | -79 | -67 |
| N | 1722840947.182 | 17.830 | 118.425 | 60.960 | -80 | -85 | -77 | -74 | -72 | -83 | -78 | -73 |
| O | 1722841257.173 | 34.812 | 146.890 | 60.960 | -84 | -81 | -86 | -73 | -82 | -70 | -73 | -82 |
| P | 1722841174.150 | 73.019 | 117.483 | 60.960 | -83 | -82 | -82 | -79 | -78 | -72 | -73 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841015.162
- **Target RSSI fingerprint:** [-85, -82, -70, -79, -78, -73, -74, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
80.66094236429994,
69.16521072387695,
60.96
] | 16 |
8,587 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839331.169 | 112.925 | 96.874 | 51.816 | -75 | -83 | -71 | -70 | -74 | -88 | -83 | -81 |
| B | 1722839132.159 | 90.001 | 79.397 | 51.816 | -76 | -84 | -77 | -86 | -72 | -87 | -82 | -80 |
| C | 1722839271.161 | 18.679 | 120.654 | 51.816 | -76 | -71 | -85 | -87 | -75 | -70 | -71 | -76 |
| D | 1722838991.154 | 93.397 | 103.681 | 51.816 | -85 | -82 | -81 | -71 | -79 | -71 | -68 | -64 |
| E | 1722838551.166 | 3.396 | 9.621 | 51.816 | -86 | -96 | -76 | -81 | -85 | -95 | -96 | -100 |
| F | 1722839151.132 | 40.755 | 90.650 | 51.816 | -80 | -78 | -72 | -87 | -81 | -81 | -70 | -84 |
| G | 1722839192.145 | 85.755 | 115.811 | 51.816 | -77 | -77 | -79 | -71 | -81 | -72 | -68 | -66 |
| H | 1722839306.168 | 113.774 | 153.764 | 51.816 | -91 | -94 | -85 | -84 | -90 | -89 | -90 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839170.167
- **Target RSSI fingerprint:** [-88, -85, -88, -80, -88, -69, -82, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.019064334361413,
140.2546262741089,
51.816
] | 8 |
28,533 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943346.165 | 105.284 | 37.131 | 60.960 | -73 | -100 | -73 | -80 | -73 | -75 | -80 | -67 |
| B | 1725943125.166 | 95.096 | 1.526 | 60.960 | -82 | -71 | -82 | -74 | -71 | -67 | -70 | -67 |
| C | 1725943342.146 | 106.133 | 36.998 | 60.960 | -71 | -76 | -72 | -73 | -75 | -69 | -67 | -70 |
| D | 1725943417.175 | 15.283 | 100.775 | 60.960 | -84 | -77 | -72 | -74 | -79 | -80 | -73 | -74 |
| E | 1725942934.168 | 101.039 | 13.934 | 60.960 | -73 | -71 | -74 | -73 | -78 | -76 | -68 | -78 |
| F | 1725943112.153 | 30.566 | 14.159 | 60.960 | -76 | -70 | -78 | -77 | -76 | -72 | -74 | -70 |
| G | 1725943156.172 | 68.775 | 70.267 | 60.960 | -79 | -76 | -77 | -86 | -73 | -78 | -79 | -76 |
| H | 1725942925.172 | 94.247 | 6.317 | 60.960 | -83 | -71 | -85 | -72 | -72 | -70 | -83 | -65 |
| I | 1725943514.167 | 31.416 | 17.981 | 60.960 | -78 | -74 | -83 | -78 | -76 | -72 | -72 | -71 |
| J | 1725943306.152 | 5.094 | 19.454 | 60.960 | -80 | -71 | -84 | -77 | -75 | -75 | -76 | -72 |
| K | 1725943080.142 | 28.868 | 51.900 | 60.960 | -80 | -71 | -71 | -74 | -76 | -73 | -72 | -73 |
| L | 1725943001.159 | 1.698 | 27.271 | 60.960 | -71 | -75 | -71 | -73 | -77 | -76 | -73 | -76 |
| M | 1725943370.153 | 60.284 | 49.273 | 60.960 | -71 | -75 | -69 | -73 | -75 | -74 | -62 | -74 |
| N | 1725943151.199 | 87.454 | 53.307 | 60.960 | -83 | -100 | -78 | -81 | -69 | -78 | -80 | -77 |
| O | 1725943241.154 | 80.661 | 63.207 | 60.960 | -74 | -78 | -66 | -73 | -80 | -79 | -66 | -77 |
| P | 1725943161.161 | 65.378 | 71.766 | 60.960 | -84 | -73 | -84 | -84 | -76 | -78 | -79 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943186.164
- **Target RSSI fingerprint:** [-74, -76, -77, -74, -76, -69, -71, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.96271968771268,
12.434344291687012,
60.96
] | 16 |
12,443 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999614.161 | 138.397 | 13.987 | 42.672 | -73 | -70 | -65 | -79 | -67 | -69 | -72 | -72 |
| B | 1722999877.138 | 45.849 | 48.198 | 42.672 | -85 | -82 | -82 | -87 | -81 | -84 | -88 | -66 |
| C | 1723000155.168 | 131.605 | 98.612 | 42.672 | -84 | -83 | -86 | -84 | -83 | -72 | -71 | -63 |
| D | 1722999664.160 | 11.038 | 46.420 | 42.672 | -88 | -88 | -88 | -87 | -85 | -88 | -89 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999922.179
- **Target RSSI fingerprint:** [-82, -90, -89, -86, -87, -77, -67, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15153391969261,
97.3780345916748,
42.672000000000004
] | 4 |
16,020 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833449.151 | 20.378 | 76.835 | 60.960 | -83 | -86 | -100 | -76 | -84 | -81 | -84 | -75 |
| B | 1722833918.154 | 55.189 | 104.239 | 60.960 | -83 | -80 | -78 | -79 | -80 | -81 | -82 | -78 |
| C | 1722833513.161 | 75.567 | 119.195 | 60.960 | -89 | -81 | -81 | -88 | -85 | -80 | -83 | -82 |
| D | 1722833611.135 | 76.416 | 14.491 | 60.960 | -100 | -83 | -85 | -100 | -84 | -79 | -83 | -81 |
| E | 1722833956.172 | 46.698 | 42.041 | 60.960 | -86 | -89 | -87 | -87 | -84 | -79 | -76 | -78 |
| F | 1722833546.135 | 5.094 | 56.983 | 60.960 | -88 | -84 | -84 | -78 | -84 | -81 | -76 | -77 |
| G | 1722833586.152 | 112.076 | 81.387 | 60.960 | -85 | -91 | -100 | -100 | -100 | -81 | -74 | -100 |
| H | 1722833824.169 | 35.661 | 31.159 | 60.960 | -88 | -96 | -87 | -89 | -80 | -90 | -81 | -76 |
| I | 1722833705.161 | 93.397 | 99.289 | 60.960 | -85 | -82 | -78 | -79 | -75 | -88 | -75 | -83 |
| J | 1722833622.144 | 54.340 | 13.350 | 60.960 | -100 | -85 | -79 | -85 | -74 | -86 | -83 | -76 |
| K | 1722833529.152 | 36.510 | 90.331 | 60.960 | -81 | -84 | -78 | -78 | -82 | -83 | -83 | -77 |
| L | 1722833933.191 | 1.698 | 59.159 | 60.960 | -85 | -85 | -83 | -71 | -84 | -81 | -78 | -80 |
| M | 1722833768.163 | 78.963 | 71.302 | 60.960 | -87 | -87 | -78 | -79 | -83 | -76 | -77 | -76 |
| N | 1722833527.143 | 45.000 | 96.993 | 60.960 | -81 | -83 | -77 | -87 | -84 | -82 | -84 | -77 |
| O | 1722834007.154 | 67.925 | 6.264 | 60.960 | -94 | -89 | -87 | -82 | -78 | -81 | -85 | -82 |
| P | 1722833968.153 | 91.699 | 82.887 | 60.960 | -86 | -90 | -82 | -88 | -86 | -78 | -77 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833838.131
- **Target RSSI fingerprint:** [-88, -97, -86, -78, -84, -82, -92, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396250224370006,
58.6948823928833,
60.96
] | 16 |
44,390 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698252.141 | 57.738 | 66.286 | 51.816 | -74 | -81 | -76 | -74 | -74 | -67 | -81 | -68 |
| B | 1723698244.147 | 72.172 | 38.895 | 51.816 | -78 | -79 | -74 | -76 | -77 | -70 | -68 | -69 |
| C | 1723698372.152 | 67.927 | 75.920 | 51.816 | -74 | -81 | -73 | -76 | -82 | -75 | -81 | -70 |
| D | 1723698052.137 | 111.230 | 38.259 | 51.816 | -72 | -83 | -83 | -79 | -77 | -72 | -78 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697804.134
- **Target RSSI fingerprint:** [-100, -91, -88, -93, -94, -82, -95, -92]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339944286829093,
60.632357597351074,
51.816
] | 4 |
3,368 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722829038.167 | 67.076 | 9.382 | 42.672 | -88 | -80 | -79 | -85 | -82 | -84 | -75 | -79 |
| B | 1722828990.162 | 80.661 | 82.117 | 42.672 | -87 | -94 | -86 | -87 | -90 | -88 | -77 | -77 |
| C | 1722828862.178 | 1.698 | 58.947 | 42.672 | -89 | -81 | -100 | -85 | -100 | -82 | -76 | -79 |
| D | 1722828570.153 | 6.793 | 50.839 | 42.672 | -88 | -79 | -90 | -88 | -88 | -85 | -75 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828771.166
- **Target RSSI fingerprint:** [-80, -79, -88, -86, -85, -84, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.86812710634147,
38.35139274597168,
42.672000000000004
] | 4 |
42,950 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693266.146 | 161.326 | 14.677 | 60.960 | -80 | -84 | -79 | -73 | -82 | -78 | -82 | -80 |
| B | 1723693421.154 | 179.157 | 73.359 | 60.960 | -75 | -73 | -74 | -75 | -76 | -73 | -66 | -63 |
| C | 1723693626.152 | 197.837 | 91.353 | 60.960 | -78 | -73 | -84 | -78 | -74 | -75 | -65 | -67 |
| D | 1723693581.121 | 150.288 | 89.761 | 60.960 | -79 | -77 | -83 | -75 | -81 | -77 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693599.158
- **Target RSSI fingerprint:** [-80, -81, -78, -73, -73, -77, -100, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.96653923975899,
45.90223789215088,
60.96
] | 4 |
34,370 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698368.157 | 50.096 | 67.214 | 51.816 | -78 | -81 | -78 | -77 | -80 | -72 | -72 | -73 |
| B | 1723697799.168 | 6.793 | 60.632 | 51.816 | -100 | -94 | -100 | -87 | -92 | -100 | -85 | -70 |
| C | 1723698107.152 | 39.907 | 2.097 | 51.816 | -100 | -67 | -75 | -80 | -66 | -100 | -75 | -70 |
| D | 1723698155.169 | 84.059 | 52.750 | 51.816 | -75 | -80 | -75 | -100 | -83 | -72 | -70 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698081.149
- **Target RSSI fingerprint:** [-76, -76, -76, -76, -80, -67, -76, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.039665720974554,
69.01923656463623,
51.816
] | 4 |
9,997 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839083.166 | 56.038 | 100.881 | 51.816 | -69 | -85 | -79 | -81 | -69 | -86 | -82 | -72 |
| B | 1722839015.286 | 135.850 | 121.291 | 51.816 | -91 | -83 | -91 | -100 | -83 | -82 | -81 | -86 |
| C | 1722839312.170 | 118.869 | 145.656 | 51.816 | -90 | -84 | -75 | -83 | -81 | -77 | -71 | -69 |
| D | 1722838903.179 | 123.114 | 143.333 | 51.816 | -87 | -80 | -72 | -75 | -78 | -72 | -70 | -70 |
| E | 1722838787.163 | 100.189 | 95.839 | 51.816 | -78 | -80 | -72 | -72 | -69 | -80 | -75 | -71 |
| F | 1722838876.156 | 48.397 | 97.975 | 51.816 | -85 | -83 | -92 | -86 | -83 | -84 | -81 | -89 |
| G | 1722839018.177 | 129.058 | 132.292 | 51.816 | -90 | -84 | -90 | -84 | -79 | -76 | -78 | -74 |
| H | 1722839368.157 | 2.547 | 5.879 | 51.816 | -78 | -79 | -91 | -75 | -100 | -74 | -73 | -91 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839031.161
- **Target RSSI fingerprint:** [-91, -86, -86, -88, -85, -85, -77, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79313133688488,
187.62987613677979,
51.816
] | 8 |
38,391 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123601.152 | 22.076 | 21.126 | 60.960 | -82 | -79 | -78 | -78 | -74 | -76 | -83 | -79 |
| B | 1724122947.117 | 0.000 | 61.588 | 60.960 | -100 | -101 | -100 | -85 | -86 | -100 | -100 | -88 |
| C | 1724123378.134 | 60.285 | 39.373 | 60.960 | -82 | -77 | -83 | -81 | -79 | -79 | -77 | -66 |
| D | 1724123359.127 | 111.230 | 41.855 | 60.960 | -85 | -84 | -78 | -82 | -81 | -77 | -70 | -62 |
| E | 1724123151.153 | 56.040 | 71.156 | 60.960 | -82 | -82 | -83 | -79 | -77 | -76 | -77 | -67 |
| F | 1724123544.132 | 73.021 | 21.896 | 60.960 | -82 | -83 | -82 | -81 | -81 | -100 | -65 | -63 |
| G | 1724123212.141 | 45.851 | 59.863 | 60.960 | -79 | -71 | -81 | -100 | -73 | -75 | -100 | -61 |
| H | 1724123255.141 | 76.418 | 26.899 | 60.960 | -76 | -77 | -78 | -76 | -72 | -78 | -75 | -65 |
| I | 1724123342.122 | 94.249 | 85.315 | 60.960 | -81 | -84 | -80 | -78 | -83 | -81 | -86 | -79 |
| J | 1724123100.185 | 101.890 | 63.711 | 60.960 | -75 | -72 | -74 | -74 | -82 | -73 | -75 | -62 |
| K | 1724123503.143 | 50.945 | 66.896 | 60.960 | -77 | -82 | -81 | -78 | -79 | -73 | -77 | -66 |
| L | 1724123154.143 | 69.625 | 78.070 | 60.960 | -83 | -86 | -84 | -77 | -82 | -76 | -78 | -67 |
| M | 1724123063.356 | 33.114 | 5.428 | 60.960 | -78 | -80 | -82 | -79 | -74 | -77 | -78 | -78 |
| N | 1724123155.146 | 73.870 | 80.418 | 60.960 | -82 | -83 | -83 | -77 | -85 | -75 | -77 | -68 |
| O | 1724123513.142 | 90.003 | 88.208 | 60.960 | -78 | -83 | -82 | -76 | -83 | -77 | -74 | -65 |
| P | 1724123320.154 | 21.227 | 50.162 | 60.960 | -79 | -77 | -77 | -77 | -77 | -76 | -74 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123182.131
- **Target RSSI fingerprint:** [-83, -83, -77, -77, -84, -76, -71, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.98481569990919,
39.51918601989746,
60.96
] | 16 |
35,377 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693283.155 | 132.457 | 28.412 | 60.960 | -100 | -100 | -71 | -79 | -75 | -69 | -77 | -64 |
| B | 1723693267.156 | 157.930 | 11.028 | 60.960 | -83 | -79 | -79 | -81 | -81 | -78 | -72 | -77 |
| C | 1723693421.154 | 179.157 | 73.359 | 60.960 | -73 | -75 | -74 | -76 | -66 | -73 | -75 | -63 |
| D | 1723693390.155 | 119.721 | 64.176 | 60.960 | -80 | -81 | -77 | -76 | -80 | -79 | -71 | -68 |
| E | 1723692885.142 | 3.396 | 67.732 | 60.960 | -100 | -100 | -100 | -93 | -96 | -104 | -100 | -88 |
| F | 1723693630.141 | 213.121 | 104.517 | 60.960 | -74 | -79 | -80 | -81 | -69 | -75 | -78 | -73 |
| G | 1723693607.143 | 132.457 | 32.313 | 60.960 | -81 | -75 | -100 | -77 | -100 | -78 | -83 | -74 |
| H | 1723693582.178 | 146.043 | 86.457 | 60.960 | -76 | -78 | -85 | -83 | -75 | -77 | -72 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693120.158
- **Target RSSI fingerprint:** [-81, -81, -79, -71, -83, -80, -72, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
174.06260646678487,
70.63822269439697,
60.96
] | 8 |
6,572 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999712.345 | 137.548 | 95.706 | 42.672 | -85 | -75 | -76 | -80 | -78 | -80 | -75 | -69 |
| B | 1723000062.148 | 127.359 | 16.110 | 42.672 | -82 | -77 | -74 | -74 | -69 | -69 | -71 | -81 |
| C | 1722999490.151 | 138.397 | 79.383 | 42.672 | -89 | -77 | -77 | -88 | -78 | -83 | -73 | -61 |
| D | 1722999970.142 | 87.453 | 12.487 | 42.672 | -89 | -82 | -84 | -82 | -77 | -84 | -91 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999576.135
- **Target RSSI fingerprint:** [-74, -87, -100, -81, -83, -79, -69, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746733679155,
52.03315258026123,
42.672000000000004
] | 4 |
14,743 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008412.151 | 118.020 | 1.805 | 51.816 | -83 | -91 | -87 | -89 | -75 | -77 | -73 | -82 |
| B | 1723008454.161 | 12.736 | 82.993 | 51.816 | -85 | -84 | -84 | -78 | -81 | -78 | -75 | -65 |
| C | 1723008498.151 | 104.435 | 9.966 | 51.816 | -88 | -73 | -73 | -78 | -85 | -75 | -87 | -81 |
| D | 1723008044.169 | 78.963 | 8.520 | 51.816 | -83 | -77 | -73 | -73 | -84 | -70 | -82 | -81 |
| E | 1723008417.140 | 102.737 | 0.425 | 51.816 | -72 | -88 | -85 | -82 | -75 | -70 | -73 | -74 |
| F | 1723008593.163 | 100.189 | 87.611 | 51.816 | -89 | -71 | -76 | -86 | -86 | -76 | -90 | -67 |
| G | 1723007987.163 | 69.623 | 80.790 | 51.816 | -77 | -84 | -82 | -78 | -84 | -77 | -81 | -73 |
| H | 1723007939.162 | 147.737 | 48.782 | 51.816 | -76 | -69 | -73 | -81 | -77 | -71 | -77 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008032.147
- **Target RSSI fingerprint:** [-69, -81, -76, -68, -71, -100, -67, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
46.6984215573548,
6.714811325073242,
51.816
] | 8 |
27,352 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939530.158 | 6.793 | 50.348 | 42.672 | -75 | -76 | -68 | -68 | -72 | -75 | -74 | -71 |
| B | 1725939447.153 | 86.605 | 7.630 | 42.672 | -68 | -100 | -76 | -68 | -73 | -71 | -71 | -83 |
| C | 1725939294.142 | 56.888 | 41.165 | 42.672 | -69 | -72 | -73 | -76 | -68 | -75 | -72 | -58 |
| D | 1725939500.133 | 55.189 | 19.813 | 42.672 | -72 | -72 | -77 | -78 | -79 | -79 | -76 | -76 |
| E | 1725939293.141 | 57.737 | 46.101 | 42.672 | -70 | -74 | -75 | -77 | -75 | -72 | -73 | -59 |
| F | 1725939253.135 | 95.096 | 10.112 | 42.672 | -83 | -82 | -81 | -78 | -78 | -79 | -77 | -86 |
| G | 1725939334.144 | 12.736 | 82.674 | 42.672 | -74 | -73 | -71 | -77 | -77 | -78 | -74 | -66 |
| H | 1725939610.147 | 10.189 | 66.790 | 42.672 | -76 | -71 | -73 | -72 | -72 | -71 | -73 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939671.151
- **Target RSSI fingerprint:** [-100, -73, -67, -67, -78, -76, -73, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.13350260262585,
41.868042945861816,
42.672000000000004
] | 8 |
10,847 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722829065.149 | 61.982 | 9.077 | 42.672 | -92 | -85 | -100 | -100 | -72 | -82 | -100 | -79 |
| B | 1722828948.156 | 24.623 | 75.389 | 42.672 | -93 | -93 | -83 | -78 | -82 | -83 | -73 | -79 |
| C | 1722828629.161 | 87.453 | 23.024 | 42.672 | -90 | -91 | -75 | -77 | -82 | -80 | -65 | -76 |
| D | 1722828338.159 | 67.925 | 6.980 | 42.672 | -95 | -89 | -87 | -85 | -88 | -89 | -73 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828924.146
- **Target RSSI fingerprint:** [-85, -86, -80, -79, -89, -77, -76, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
87.45344388097563,
105.22082805633545,
42.672000000000004
] | 4 |
20,533 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008550.156 | 38.208 | 39.400 | 51.816 | -74 | -87 | -81 | -81 | -79 | -69 | -76 | -62 |
| B | 1723008060.148 | 152.831 | 8.254 | 51.816 | -76 | -72 | -73 | -84 | -74 | -67 | -74 | -76 |
| C | 1723008267.136 | 69.623 | 8.135 | 51.816 | -75 | -87 | -74 | -86 | -83 | -72 | -81 | -80 |
| D | 1723008517.152 | 151.982 | 20.702 | 51.816 | -84 | -84 | -87 | -81 | -92 | -78 | -88 | -81 |
| E | 1723007959.159 | 133.303 | 1.460 | 51.816 | -87 | -83 | -85 | -78 | -73 | -75 | -70 | -100 |
| F | 1723008375.152 | 129.057 | 90.000 | 51.816 | -83 | -84 | -78 | -81 | -89 | -100 | -84 | -67 |
| G | 1723008315.133 | 92.548 | 41.709 | 51.816 | -85 | -85 | -85 | -78 | -83 | -80 | -77 | -77 |
| H | 1723007953.157 | 157.077 | 3.450 | 51.816 | -80 | -86 | -73 | -71 | -81 | -67 | -79 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008191.147
- **Target RSSI fingerprint:** [-80, -77, -85, -77, -73, -78, -74, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88746521604683,
1.313767433166504,
51.816
] | 8 |
11,621 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833734.150 | 7.642 | 64.786 | 60.960 | -83 | -70 | -87 | -83 | -85 | -80 | -77 | -82 |
| B | 1722833514.165 | 74.718 | 121.039 | 60.960 | -85 | -86 | -83 | -87 | -84 | -84 | -82 | -84 |
| C | 1722833842.153 | 16.132 | 71.315 | 60.960 | -81 | -82 | -86 | -85 | -86 | -87 | -78 | -83 |
| D | 1722833857.154 | 49.246 | 81.294 | 60.960 | -90 | -90 | -81 | -86 | -72 | -88 | -83 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833719.176
- **Target RSSI fingerprint:** [-78, -100, -81, -100, -85, -100, -79, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22687937521512,
115.39920806884766,
60.96
] | 4 |
16,681 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828555.162 | 17.830 | 69.762 | 42.672 | -93 | -80 | -91 | -85 | -85 | -86 | -85 | -79 |
| B | 1722828498.166 | 97.642 | 34.330 | 42.672 | -93 | -89 | -79 | -89 | -82 | -89 | -79 | -75 |
| C | 1722828520.146 | 117.171 | 63.910 | 42.672 | -84 | -86 | -91 | -83 | -85 | -80 | -84 | -80 |
| D | 1722828587.172 | 54.340 | 56.903 | 42.672 | -80 | -86 | -87 | -78 | -75 | -74 | -80 | -72 |
| E | 1722828690.151 | 76.416 | 55.324 | 42.672 | -84 | -87 | -89 | -86 | -77 | -78 | -83 | -81 |
| F | 1722828475.162 | 29.717 | 85.461 | 42.672 | -90 | -87 | -87 | -87 | -84 | -82 | -82 | -80 |
| G | 1722828699.144 | 95.095 | 39.665 | 42.672 | -97 | -82 | -86 | -87 | -79 | -89 | -82 | -82 |
| H | 1722828695.136 | 93.397 | 40.926 | 42.672 | -94 | -84 | -83 | -88 | -86 | -83 | -79 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722829079.149
- **Target RSSI fingerprint:** [-88, -79, -83, -80, -81, -82, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.98156702243904,
8.745179176330566,
42.672000000000004
] | 8 |
40,200 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126789.133 | 143.496 | 44.841 | 42.672 | -100 | -81 | -86 | -78 | -77 | -82 | -100 | -83 |
| B | 1724126972.131 | 142.646 | 43.434 | 42.672 | -100 | -74 | -100 | -77 | -78 | -83 | -100 | -81 |
| C | 1724127125.131 | 56.889 | 36.202 | 42.672 | -72 | -100 | -69 | -71 | -84 | -100 | -63 | -61 |
| D | 1724127108.140 | 31.416 | 54.130 | 42.672 | -85 | -100 | -71 | -74 | -85 | -80 | -81 | -84 |
| E | 1724126778.143 | 130.759 | 70.678 | 42.672 | -100 | -82 | -91 | -86 | -84 | -83 | -85 | -75 |
| F | 1724126762.140 | 82.361 | 49.804 | 42.672 | -82 | -86 | -91 | -100 | -85 | -81 | -63 | -83 |
| G | 1724127199.155 | 24.623 | 70.678 | 42.672 | -70 | -83 | -83 | -100 | -82 | -100 | -64 | -86 |
| H | 1724127041.129 | 90.852 | 34.543 | 42.672 | -84 | -84 | -100 | -76 | -73 | -76 | -77 | -80 |
| I | 1724126633.142 | 56.040 | 4.008 | 42.672 | -76 | -84 | -100 | -100 | -83 | -81 | -68 | -75 |
| J | 1724126671.150 | 85.758 | 48.835 | 42.672 | -86 | -81 | -84 | -73 | -76 | -78 | -77 | -77 |
| K | 1724126611.133 | 26.322 | 71.527 | 42.672 | -82 | -81 | -84 | -74 | -73 | -78 | -78 | -76 |
| L | 1724126927.156 | 34.813 | 45.690 | 42.672 | -77 | -68 | -64 | -68 | -69 | -70 | -71 | -55 |
| M | 1724126691.123 | 132.457 | 41.112 | 42.672 | -100 | -100 | -92 | -90 | -87 | -77 | -90 | -82 |
| N | 1724127139.128 | 120.570 | 67.387 | 42.672 | -88 | -82 | -89 | -100 | -85 | -77 | -85 | -72 |
| O | 1724126773.128 | 129.061 | 72.138 | 42.672 | -100 | -85 | -86 | -100 | -83 | -77 | -100 | -77 |
| P | 1724127114.148 | 41.605 | 33.269 | 42.672 | -83 | -100 | -63 | -70 | -85 | -68 | -76 | -53 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126617.151
- **Target RSSI fingerprint:** [-79, -67, -58, -59, -72, -67, -75, -53]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90704235814887,
43.81878852844238,
42.672000000000004
] | 16 |
6,615 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722829021.155 | 105.284 | 35.206 | 42.672 | -95 | -92 | -78 | -90 | -82 | -79 | -66 | -78 |
| B | 1722828624.151 | 106.133 | 39.360 | 42.672 | -92 | -91 | -77 | -89 | -80 | -80 | -69 | -77 |
| C | 1722828730.147 | 78.963 | 113.356 | 42.672 | -85 | -98 | -90 | -96 | -78 | -84 | -89 | -80 |
| D | 1722828334.173 | 68.774 | 1.367 | 42.672 | -91 | -88 | -87 | -87 | -88 | -83 | -84 | -86 |
| E | 1722828581.141 | 29.717 | 38.617 | 42.672 | -95 | -96 | -84 | -90 | -96 | -77 | -84 | -86 |
| F | 1722828786.150 | 66.227 | 63.884 | 42.672 | -91 | -90 | -87 | -78 | -88 | -92 | -83 | -78 |
| G | 1722828897.173 | 93.397 | 41.191 | 42.672 | -91 | -84 | -100 | -91 | -81 | -80 | -75 | -79 |
| H | 1722828541.149 | 65.378 | 113.993 | 42.672 | -85 | -93 | -84 | -91 | -79 | -71 | -80 | -78 |
| I | 1722828752.149 | 22.076 | 71.979 | 42.672 | -93 | -88 | -86 | -86 | -85 | -85 | -76 | -80 |
| J | 1722828341.157 | 66.227 | 8.878 | 42.672 | -99 | -93 | -92 | -83 | -102 | -95 | -93 | -95 |
| K | 1722828794.162 | 96.793 | 89.296 | 42.672 | -88 | -81 | -86 | -84 | -85 | -81 | -78 | -74 |
| L | 1722828467.172 | 1.698 | 56.638 | 42.672 | -87 | -83 | -81 | -78 | -81 | -81 | -78 | -77 |
| M | 1722828981.159 | 33.963 | 50.308 | 42.672 | -84 | -92 | -89 | -78 | -85 | -87 | -91 | -74 |
| N | 1722828743.149 | 56.038 | 103.005 | 42.672 | -84 | -86 | -84 | -81 | -79 | -80 | -80 | -77 |
| O | 1722828660.145 | 1.698 | 50.454 | 42.672 | -89 | -85 | -82 | -71 | -79 | -83 | -100 | -76 |
| P | 1722828875.143 | 33.963 | 87.465 | 42.672 | -85 | -88 | -100 | -76 | -77 | -100 | -100 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828772.134
- **Target RSSI fingerprint:** [-83, -89, -85, -82, -84, -90, -85, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.415314792195126,
37.01108455657959,
42.672000000000004
] | 16 |
13,425 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722829027.157 | 78.963 | 15.195 | 42.672 | -93 | -93 | -90 | -77 | -81 | -74 | -85 | -89 |
| B | 1722828334.173 | 68.774 | 1.367 | 42.672 | -90 | -88 | -88 | -87 | -83 | -84 | -87 | -86 |
| C | 1722828337.156 | 67.925 | 5.799 | 42.672 | -93 | -88 | -87 | -77 | -82 | -70 | -88 | -86 |
| D | 1722828801.146 | 101.888 | 91.778 | 42.672 | -97 | -95 | -88 | -88 | -86 | -72 | -91 | -84 |
| E | 1722828704.182 | 107.831 | 48.596 | 42.672 | -89 | -79 | -83 | -81 | -88 | -78 | -79 | -76 |
| F | 1722828803.137 | 105.284 | 88.407 | 42.672 | -96 | -89 | -74 | -82 | -80 | -72 | -89 | -75 |
| G | 1722828594.195 | 83.208 | 80.180 | 42.672 | -89 | -84 | -85 | -86 | -82 | -82 | -74 | -74 |
| H | 1722828787.169 | 70.472 | 67.082 | 42.672 | -89 | -87 | -89 | -85 | -91 | -90 | -75 | -78 |
| I | 1722828851.158 | 11.038 | 47.309 | 42.672 | -77 | -81 | -86 | -84 | -88 | -78 | -72 | -75 |
| J | 1722828503.176 | 98.491 | 34.184 | 42.672 | -88 | -92 | -81 | -85 | -83 | -80 | -80 | -88 |
| K | 1722828622.151 | 113.774 | 46.698 | 42.672 | -87 | -79 | -89 | -100 | -100 | -100 | -85 | -76 |
| L | 1722828830.142 | 76.416 | 11.917 | 42.672 | -94 | -88 | -88 | -82 | -85 | -76 | -87 | -84 |
| M | 1722828747.157 | 41.604 | 88.898 | 42.672 | -95 | -81 | -86 | -82 | -75 | -84 | -87 | -78 |
| N | 1722828967.166 | 13.585 | 52.657 | 42.672 | -79 | -86 | -86 | -86 | -89 | -88 | -75 | -74 |
| O | 1722828652.198 | 19.528 | 36.679 | 42.672 | -76 | -86 | -86 | -86 | -89 | -81 | -72 | -76 |
| P | 1722828554.169 | 21.227 | 73.319 | 42.672 | -95 | -85 | -87 | -83 | -79 | -78 | -86 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828861.161
- **Target RSSI fingerprint:** [-80, -82, -87, -100, -87, -100, -74, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490625619512197,
57.1820592880249,
42.672000000000004
] | 16 |
33,341 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123085.134 | 102.739 | 40.435 | 60.960 | -83 | -81 | -80 | -79 | -75 | -75 | -70 | -66 |
| B | 1724123333.122 | 80.663 | 80.817 | 60.960 | -83 | -80 | -81 | -100 | -72 | -73 | -71 | -65 |
| C | 1724123518.153 | 91.701 | 86.045 | 60.960 | -100 | -100 | -100 | -77 | -72 | -76 | -100 | -70 |
| D | 1724123078.117 | 72.172 | 25.134 | 60.960 | -73 | -72 | -73 | -81 | -77 | -77 | -73 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123600.141
- **Target RSSI fingerprint:** [-80, -79, -76, -76, -80, -76, -80, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.774403488868707,
16.49507999420166,
60.96
] | 4 |
33,363 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691845.142 | 231.800 | 92.269 | 51.816 | -84 | -82 | -70 | -80 | -100 | -79 | -72 | -78 |
| B | 1723691339.149 | 221.611 | 87.213 | 51.816 | -79 | -84 | -77 | -76 | -75 | -80 | -77 | -80 |
| C | 1723691412.148 | 159.628 | 59.637 | 51.816 | -82 | -83 | -86 | -75 | -76 | -75 | -79 | -76 |
| D | 1723691898.150 | 50.945 | 49.817 | 51.816 | -78 | -79 | -100 | -79 | -71 | -77 | -75 | -77 |
| E | 1723691448.151 | 227.555 | 85.634 | 51.816 | -78 | -84 | -79 | -86 | -100 | -77 | -80 | -74 |
| F | 1723691787.150 | 123.117 | 68.210 | 51.816 | -76 | -85 | -81 | -85 | -100 | -72 | -75 | -76 |
| G | 1723691535.150 | 208.026 | 69.457 | 51.816 | -79 | -80 | -82 | -78 | -76 | -82 | -78 | -79 |
| H | 1723691742.146 | 230.102 | 93.078 | 51.816 | -80 | -82 | -75 | -80 | -75 | -79 | -76 | -78 |
| I | 1723691829.156 | 217.366 | 115.598 | 51.816 | -77 | -81 | -74 | -79 | -75 | -80 | -77 | -77 |
| J | 1723691556.151 | 210.573 | 124.649 | 51.816 | -82 | -81 | -71 | -81 | -69 | -79 | -75 | -78 |
| K | 1723691415.285 | 170.666 | 69.338 | 51.816 | -79 | -83 | -83 | -76 | -75 | -78 | -78 | -77 |
| L | 1723691710.140 | 162.175 | 106.150 | 51.816 | -100 | -75 | -80 | -72 | -71 | -75 | -79 | -77 |
| M | 1723691278.131 | 142.646 | 28.133 | 51.816 | -100 | -75 | -84 | -100 | -77 | -79 | -68 | -67 |
| N | 1723691510.150 | 158.779 | 106.588 | 51.816 | -78 | -79 | -85 | -82 | -84 | -79 | -84 | -77 |
| O | 1723691877.158 | 146.043 | 7.073 | 51.816 | -78 | -79 | -85 | -81 | -83 | -74 | -77 | -73 |
| P | 1723691293.140 | 119.721 | 67.652 | 51.816 | -100 | -85 | -85 | -86 | -80 | -74 | -82 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691684.145
- **Target RSSI fingerprint:** [-100, -79, -79, -79, -77, -81, -68, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
127.36288660851322,
43.95149230957031,
51.816
] | 16 |
24,112 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941087.159 | 77.265 | 80.843 | 51.816 | -76 | -80 | -70 | -78 | -75 | -79 | -82 | -65 |
| B | 1725941366.160 | 64.529 | 23.090 | 51.816 | -63 | -77 | -84 | -68 | -78 | -71 | -82 | -73 |
| C | 1725941076.153 | 35.661 | 118.624 | 51.816 | -100 | -77 | -68 | -73 | -72 | -77 | -56 | -68 |
| D | 1725941331.159 | 10.189 | 73.160 | 51.816 | -76 | -73 | -80 | -72 | -77 | -75 | -57 | -64 |
| E | 1725941305.163 | 109.530 | 48.410 | 51.816 | -80 | -81 | -74 | -76 | -78 | -80 | -82 | -77 |
| F | 1725941085.152 | 68.775 | 87.598 | 51.816 | -82 | -79 | -68 | -80 | -75 | -80 | -84 | -67 |
| G | 1725941260.151 | 12.736 | 91.712 | 51.816 | -76 | -74 | -72 | -79 | -70 | -72 | -56 | -70 |
| H | 1725941254.159 | 5.943 | 62.039 | 51.816 | -75 | -72 | -75 | -64 | -70 | -70 | -64 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941338.162
- **Target RSSI fingerprint:** [-76, -78, -82, -72, -80, -72, -81, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641612380900357,
69.0855884552002,
51.816
] | 8 |
27,968 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937618.147 | 85.756 | 50.998 | 30.480 | -81 | -74 | -76 | -60 | -71 | -72 | -67 | -72 |
| B | 1725937792.145 | 22.925 | 19.707 | 30.480 | -77 | -69 | -71 | -100 | -63 | -100 | -58 | -58 |
| C | 1725937775.143 | 6.793 | 51.914 | 30.480 | -85 | -80 | -82 | -71 | -81 | -69 | -69 | -63 |
| D | 1725937832.138 | 98.492 | 28.770 | 30.480 | -83 | -83 | -83 | -75 | -83 | -62 | -80 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938166.143
- **Target RSSI fingerprint:** [-79, -81, -86, -79, -82, -71, -85, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.7745085321405,
82.07728862762451,
30.48
] | 4 |
33,428 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693390.155 | 119.721 | 64.176 | 60.960 | -80 | -76 | -81 | -77 | -80 | -79 | -71 | -68 |
| B | 1723693600.160 | 126.514 | 41.616 | 60.960 | -81 | -73 | -78 | -78 | -100 | -78 | -72 | -76 |
| C | 1723693467.142 | 160.477 | 12.925 | 60.960 | -84 | -83 | -78 | -83 | -83 | -78 | -73 | -79 |
| D | 1723693635.150 | 216.517 | 106.866 | 60.960 | -83 | -80 | -79 | -84 | -69 | -78 | -83 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693693.161
- **Target RSSI fingerprint:** [-100, -83, -82, -81, -90, -80, -72, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
77.26681555354841,
33.91908645629883,
60.96
] | 4 |
42,412 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696839.153 | 128.212 | 44.867 | 42.672 | -76 | -100 | -74 | -76 | -72 | -72 | -65 | -68 |
| B | 1723696746.156 | 119.721 | 41.032 | 42.672 | -79 | -86 | -72 | -79 | -82 | -78 | -67 | -70 |
| C | 1723696496.158 | 98.494 | 28.704 | 42.672 | -79 | -76 | -81 | -76 | -80 | -77 | -85 | -88 |
| D | 1723696539.166 | 28.020 | 30.097 | 42.672 | -76 | -73 | -79 | -76 | -70 | -71 | -80 | -72 |
| E | 1723696368.154 | 34.813 | 13.615 | 42.672 | -78 | -71 | -80 | -79 | -78 | -71 | -75 | -72 |
| F | 1723696593.173 | 84.909 | 50.706 | 42.672 | -80 | -66 | -79 | -79 | -82 | -80 | -84 | -81 |
| G | 1723696545.135 | 40.756 | 4.193 | 42.672 | -100 | -80 | -100 | -100 | -79 | -74 | -81 | -81 |
| H | 1723696544.149 | 39.058 | 7.723 | 42.672 | -81 | -83 | -100 | -100 | -79 | -72 | -83 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696380.174
- **Target RSSI fingerprint:** [-100, -69, -73, -78, -82, -79, -74, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
53.49240796607018,
4.949851036071777,
42.672000000000004
] | 8 |
1,962 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999813.216 | 105.284 | 105.924 | 42.672 | -87 | -90 | -82 | -82 | -86 | -82 | -75 | -78 |
| B | 1732000199.246 | 7.642 | 8.214 | 42.672 | -81 | -80 | -79 | -79 | -76 | -85 | -73 | -89 |
| C | 1731999671.213 | 45.000 | 154.733 | 42.672 | -94 | -90 | -72 | -89 | -89 | -81 | -89 | -77 |
| D | 1731999905.214 | 61.982 | 107.503 | 42.672 | -89 | -88 | -83 | -90 | -85 | -77 | -76 | -84 |
| E | 1731999892.229 | 46.698 | 113.555 | 42.672 | -82 | -78 | -100 | -80 | -75 | -83 | -72 | -82 |
| F | 1731999729.231 | 134.152 | 122.632 | 42.672 | -93 | -100 | -100 | -89 | -86 | -71 | -82 | -56 |
| G | 1731999793.230 | 51.793 | 162.801 | 42.672 | -89 | -89 | -85 | -86 | -82 | -83 | -77 | -89 |
| H | 1731999377.215 | 5.094 | 1.858 | 42.672 | -90 | -89 | -96 | -90 | -89 | -98 | -85 | -88 |
| I | 1731999911.238 | 87.453 | 130.634 | 42.672 | -87 | -89 | -82 | -91 | -82 | -78 | -78 | -83 |
| J | 1732000183.227 | 38.208 | 32.327 | 42.672 | -75 | -77 | -88 | -77 | -81 | -89 | -75 | -80 |
| K | 1731999855.227 | 100.189 | 201.696 | 42.672 | -87 | -88 | -100 | -88 | -82 | -66 | -77 | -71 |
| L | 1732000077.213 | 66.227 | 164.619 | 42.672 | -92 | -92 | -71 | -84 | -85 | -76 | -79 | -65 |
| M | 1731999718.257 | 105.284 | 147.275 | 42.672 | -91 | -89 | -76 | -86 | -78 | -66 | -80 | -79 |
| N | 1731999557.235 | 71.321 | 79.025 | 42.672 | -95 | -82 | -100 | -85 | -93 | -83 | -83 | -76 |
| O | 1731999663.213 | 75.567 | 185.361 | 42.672 | -92 | -90 | -76 | -85 | -91 | -77 | -91 | -71 |
| P | 1731999587.237 | 22.925 | 143.665 | 42.672 | -91 | -89 | -85 | -87 | -79 | -84 | -76 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999567.218
- **Target RSSI fingerprint:** [-85, -87, -78, -82, -79, -85, -78, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.509691238626786,
116.4608383178711,
42.672000000000004
] | 16 |
37,550 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126806.130 | 73.021 | 8.573 | 42.672 | -87 | -76 | -86 | -74 | -87 | -74 | -62 | -60 |
| B | 1724126796.126 | 118.872 | 30.708 | 42.672 | -91 | -100 | -87 | -100 | -75 | -82 | -100 | -88 |
| C | 1724126636.156 | 47.549 | 14.969 | 42.672 | -85 | -67 | -86 | -75 | -100 | -72 | -67 | -59 |
| D | 1724126697.146 | 140.948 | 44.469 | 42.672 | -84 | -87 | -74 | -100 | -88 | -72 | -90 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126742.148
- **Target RSSI fingerprint:** [-78, -78, -85, -78, -77, -73, -73, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.265268289567175,
50.493788719177246,
42.672000000000004
] | 4 |
19,003 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841329.179 | 88.303 | 191.465 | 60.960 | -89 | -84 | -90 | -90 | -82 | -79 | -77 | -84 |
| B | 1722840819.166 | 59.434 | 70.904 | 60.960 | -76 | -80 | -77 | -73 | -73 | -80 | -78 | -72 |
| C | 1722841337.178 | 59.434 | 165.800 | 60.960 | -81 | -84 | -79 | -83 | -86 | -73 | -73 | -76 |
| D | 1722841150.144 | 12.736 | 123.733 | 60.960 | -85 | -85 | -85 | -83 | -80 | -77 | -81 | -84 |
| E | 1722841293.194 | 112.076 | 98.625 | 60.960 | -83 | -81 | -88 | -77 | -83 | -76 | -72 | -77 |
| F | 1722840825.175 | 39.057 | 93.569 | 60.960 | -79 | -75 | -78 | -81 | -80 | -82 | -79 | -68 |
| G | 1722841280.160 | 89.152 | 106.495 | 60.960 | -74 | -83 | -73 | -76 | -74 | -74 | -68 | -64 |
| H | 1722841540.167 | 1.698 | 5.441 | 60.960 | -96 | -73 | -90 | -88 | -85 | -91 | -100 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840868.170
- **Target RSSI fingerprint:** [-74, -81, -73, -75, -74, -75, -67, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
85.75531767151888,
109.69294548034668,
60.96
] | 8 |
13,628 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833764.147 | 63.680 | 58.098 | 60.960 | -90 | -93 | -79 | -80 | -89 | -77 | -77 | -85 |
| B | 1722833877.174 | 103.586 | 38.444 | 60.960 | -89 | -91 | -84 | -82 | -72 | -88 | -79 | -80 |
| C | 1722833471.163 | 78.963 | 54.236 | 60.960 | -80 | -88 | -88 | -73 | -89 | -81 | -85 | -85 |
| D | 1722833953.174 | 39.057 | 34.530 | 60.960 | -87 | -88 | -100 | -77 | -83 | -78 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833589.150
- **Target RSSI fingerprint:** [-85, -80, -85, -81, -80, -79, -86, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.11407063341271,
70.00124454498291,
60.96
] | 4 |
16,322 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840972.159 | 84.057 | 128.696 | 60.960 | -79 | -82 | -74 | -76 | -81 | -74 | -75 | -72 |
| B | 1722841420.182 | 99.340 | 84.758 | 60.960 | -82 | -72 | -76 | -82 | -70 | -72 | -74 | -79 |
| C | 1722840895.186 | 131.605 | 121.517 | 60.960 | -81 | -79 | -69 | -82 | -73 | -82 | -74 | -74 |
| D | 1722841070.156 | 73.019 | 125.710 | 60.960 | -79 | -76 | -81 | -69 | -73 | -73 | -68 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841095.174
- **Target RSSI fingerprint:** [-88, -77, -84, -77, -79, -83, -70, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.000945641302,
118.06655406951904,
60.96
] | 4 |
25,194 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941309.150 | 106.983 | 33.985 | 51.816 | -84 | -79 | -76 | -68 | -69 | -74 | -74 | -63 |
| B | 1725941341.165 | 5.094 | 55.430 | 51.816 | -76 | -68 | -78 | -77 | -74 | -75 | -69 | -64 |
| C | 1725941447.146 | 34.812 | 28.160 | 51.816 | -67 | -100 | -100 | -74 | -100 | -69 | -70 | -100 |
| D | 1725941224.140 | 52.642 | 26.461 | 51.816 | -78 | -74 | -73 | -77 | -69 | -72 | -68 | -60 |
| E | 1725941147.152 | 0.849 | 35.087 | 51.816 | -81 | -71 | -78 | -77 | -72 | -70 | -69 | -66 |
| F | 1725941491.142 | 28.868 | 17.981 | 51.816 | -88 | -100 | -100 | -77 | -100 | -100 | -82 | -100 |
| G | 1725941116.166 | 82.360 | 37.316 | 51.816 | -85 | -74 | -78 | -77 | -79 | -80 | -71 | -65 |
| H | 1725940805.153 | 65.378 | 81.998 | 51.816 | -85 | -100 | -79 | -76 | -74 | -81 | -78 | -76 |
| I | 1725940904.161 | 102.737 | 34.675 | 51.816 | -84 | -74 | -73 | -75 | -79 | -77 | -77 | -59 |
| J | 1725941019.189 | 57.737 | 43.792 | 51.816 | -83 | -71 | -73 | -78 | -74 | -73 | -77 | -59 |
| K | 1725940889.168 | 90.001 | 67.559 | 51.816 | -82 | -100 | -77 | -79 | -79 | -78 | -80 | -63 |
| L | 1725941306.168 | 108.681 | 43.527 | 51.816 | -83 | -71 | -78 | -78 | -77 | -77 | -78 | -76 |
| M | 1725941188.160 | 106.983 | 48.901 | 51.816 | -100 | -72 | -73 | -100 | -64 | -67 | -62 | -62 |
| N | 1725940811.161 | 64.529 | 77.433 | 51.816 | -85 | -77 | -80 | -78 | -77 | -77 | -78 | -83 |
| O | 1725940967.154 | 71.322 | 19.242 | 51.816 | -76 | -100 | -74 | -72 | -64 | -75 | -66 | -73 |
| P | 1725941015.165 | 61.982 | 65.556 | 51.816 | -79 | -73 | -76 | -79 | -78 | -78 | -77 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941141.145
- **Target RSSI fingerprint:** [-75, -70, -77, -74, -75, -64, -73, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
6.792544338578095,
65.8741569519043,
51.816
] | 16 |
9,772 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828668.161 | 12.736 | 69.709 | 42.672 | -96 | -88 | -89 | -81 | -86 | -80 | -76 | -79 |
| B | 1722829027.157 | 78.963 | 15.195 | 42.672 | -96 | -90 | -81 | -93 | -77 | -74 | -85 | -89 |
| C | 1722829106.142 | 65.378 | 7.962 | 42.672 | -88 | -90 | -89 | -83 | -87 | -80 | -90 | -80 |
| D | 1722828905.163 | 124.812 | 63.658 | 42.672 | -87 | -88 | -84 | -77 | -83 | -80 | -81 | -76 |
| E | 1722828592.157 | 74.718 | 73.425 | 42.672 | -86 | -89 | -90 | -86 | -85 | -89 | -75 | -75 |
| F | 1722828490.147 | 70.472 | 56.810 | 42.672 | -87 | -92 | -86 | -90 | -87 | -79 | -79 | -77 |
| G | 1722828622.151 | 113.774 | 46.698 | 42.672 | -84 | -89 | -100 | -79 | -100 | -100 | -85 | -76 |
| H | 1722828595.146 | 88.303 | 83.683 | 42.672 | -86 | -87 | -86 | -85 | -85 | -91 | -74 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828878.157
- **Target RSSI fingerprint:** [-94, -90, -87, -81, -87, -79, -79, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.90594041170733,
84.545578956604,
42.672000000000004
] | 8 |
13,555 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839361.145 | 28.019 | 26.421 | 51.816 | -81 | -93 | -70 | -80 | -77 | -87 | -72 | -85 |
| B | 1722838832.160 | 92.548 | 191.797 | 51.816 | -85 | -78 | -83 | -88 | -78 | -73 | -80 | -69 |
| C | 1722839085.167 | 63.680 | 107.145 | 51.816 | -87 | -81 | -83 | -71 | -83 | -75 | -83 | -70 |
| D | 1722839300.165 | 97.642 | 140.573 | 51.816 | -84 | -78 | -89 | -85 | -88 | -76 | -76 | -74 |
| E | 1722838933.165 | 70.472 | 63.432 | 51.816 | -79 | -93 | -71 | -93 | -75 | -87 | -75 | -87 |
| F | 1722839195.165 | 95.095 | 103.827 | 51.816 | -85 | -83 | -80 | -71 | -82 | -69 | -72 | -65 |
| G | 1722838980.147 | 58.585 | 147.646 | 51.816 | -79 | -72 | -78 | -67 | -75 | -71 | -74 | -62 |
| H | 1722839066.187 | 16.981 | 123.521 | 51.816 | -84 | -71 | -77 | -73 | -83 | -71 | -88 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839015.286
- **Target RSSI fingerprint:** [-83, -91, -100, -91, -82, -86, -81, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.8500088938735,
121.29125595092773,
51.816
] | 8 |
20,451 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010401.139 | 39.906 | 43.567 | 60.960 | -82 | -100 | -100 | -77 | -73 | -64 | -70 | -71 |
| B | 1723010284.145 | 81.510 | 51.569 | 60.960 | -82 | -84 | -90 | -84 | -73 | -82 | -74 | -70 |
| C | 1723009874.154 | 23.774 | 46.101 | 60.960 | -85 | -74 | -77 | -65 | -60 | -74 | -63 | -74 |
| D | 1723010110.202 | 45.000 | 9.316 | 60.960 | -75 | -78 | -82 | -68 | -65 | -77 | -66 | -67 |
| E | 1723010339.155 | 48.397 | 7.020 | 60.960 | -86 | -79 | -83 | -82 | -73 | -72 | -81 | -69 |
| F | 1723009792.148 | 144.341 | 50.852 | 60.960 | -76 | -76 | -69 | -76 | -77 | -78 | -77 | -76 |
| G | 1723010042.148 | 101.887 | 7.312 | 60.960 | -73 | -83 | -86 | -73 | -74 | -66 | -69 | -74 |
| H | 1723009757.157 | 206.322 | 10.019 | 60.960 | -71 | -80 | -76 | -73 | -100 | -63 | -79 | -79 |
| I | 1723009880.157 | 39.057 | 19.733 | 60.960 | -73 | -75 | -77 | -78 | -63 | -78 | -64 | -73 |
| J | 1723009986.143 | 45.849 | 84.997 | 60.960 | -84 | -74 | -70 | -86 | -76 | -100 | -82 | -73 |
| K | 1723010360.163 | 148.586 | 10.961 | 60.960 | -85 | -76 | -76 | -83 | -100 | -61 | -83 | -81 |
| L | 1723010188.150 | 22.076 | 46.672 | 60.960 | -88 | -79 | -81 | -73 | -74 | -77 | -72 | -69 |
| M | 1723010191.143 | 13.585 | 59.849 | 60.960 | -86 | -77 | -77 | -73 | -80 | -76 | -73 | -69 |
| N | 1723009791.173 | 143.492 | 55.576 | 60.960 | -76 | -76 | -70 | -78 | -72 | -74 | -76 | -76 |
| O | 1723009780.144 | 132.454 | 90.292 | 60.960 | -65 | -83 | -74 | -68 | -69 | -78 | -72 | -75 |
| P | 1723009870.162 | 13.585 | 63.685 | 60.960 | -77 | -75 | -75 | -76 | -76 | -84 | -71 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010428.157
- **Target RSSI fingerprint:** [-84, -73, -71, -87, -82, -82, -81, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132182084702414,
84.30671215057373,
60.96
] | 16 |
26,546 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725939292.139 | 57.737 | 51.861 | 42.672 | -81 | -76 | -71 | -79 | -60 | -78 | -74 | -76 |
| B | 1725939312.127 | 18.679 | 19.242 | 42.672 | -80 | -79 | -78 | -77 | -81 | -75 | -74 | -75 |
| C | 1725939626.164 | 0.849 | 26.382 | 42.672 | -82 | -77 | -73 | -70 | -75 | -77 | -78 | -75 |
| D | 1725939477.140 | 85.756 | 63.101 | 42.672 | -72 | -75 | -100 | -73 | -68 | -66 | -75 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939749.151
- **Target RSSI fingerprint:** [-80, -70, -74, -80, -71, -79, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
17.830428437241142,
111.7365837097168,
42.672000000000004
] | 4 |
43,855 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691899.165 | 45.851 | 51.834 | 51.816 | -90 | -70 | -79 | -72 | -79 | -80 | -77 | -76 |
| B | 1723691323.164 | 189.346 | 54.873 | 51.816 | -88 | -100 | -100 | -100 | -73 | -77 | -82 | -82 |
| C | 1723691469.142 | 154.534 | 1.407 | 51.816 | -100 | -78 | -80 | -100 | -72 | -84 | -75 | -74 |
| D | 1723691286.149 | 124.816 | 58.429 | 51.816 | -74 | -79 | -84 | -76 | -80 | -83 | -70 | -69 |
| E | 1723691425.166 | 206.328 | 102.129 | 51.816 | -77 | -100 | -84 | -72 | -84 | -75 | -82 | -82 |
| F | 1723691678.150 | 141.797 | 16.508 | 51.816 | -100 | -66 | -77 | -78 | -81 | -77 | -69 | -68 |
| G | 1723691537.152 | 213.970 | 77.353 | 51.816 | -100 | -85 | -87 | -76 | -79 | -78 | -80 | -82 |
| H | 1723691289.148 | 119.721 | 66.830 | 51.816 | -75 | -83 | -82 | -74 | -79 | -83 | -68 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691334.138
- **Target RSSI fingerprint:** [-100, -100, -86, -76, -81, -77, -79, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
206.32787630579142,
69.00596618652344,
51.816
] | 8 |
1,827 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723007916.156 | 171.511 | 47.999 | 51.816 | -68 | -84 | -79 | -84 | -83 | -81 | -78 | -76 |
| B | 1723008465.153 | 6.792 | 72.523 | 51.816 | -82 | -79 | -73 | -75 | -72 | -72 | -75 | -81 |
| C | 1723008386.161 | 141.793 | 67.453 | 51.816 | -77 | -78 | -72 | -76 | -80 | -82 | -70 | -70 |
| D | 1723008383.151 | 136.699 | 82.847 | 51.816 | -76 | -87 | -77 | -77 | -78 | -84 | -71 | -62 |
| E | 1723008022.147 | 23.774 | 45.916 | 51.816 | -77 | -67 | -71 | -75 | -67 | -71 | -76 | -65 |
| F | 1723008074.164 | 145.190 | 41.629 | 51.816 | -72 | -75 | -100 | -81 | -76 | -84 | -77 | -74 |
| G | 1723008129.143 | 28.019 | 85.037 | 51.816 | -76 | -85 | -72 | -71 | -79 | -73 | -68 | -73 |
| H | 1723008573.167 | 6.792 | 83.749 | 51.816 | -82 | -87 | -74 | -82 | -83 | -69 | -83 | -83 |
| I | 1723008350.170 | 6.792 | 84.001 | 51.816 | -84 | -90 | -86 | -77 | -88 | -78 | -82 | -83 |
| J | 1723007839.162 | 213.964 | 3.437 | 51.816 | -98 | -97 | -100 | -98 | -89 | -100 | -101 | -97 |
| K | 1723007924.155 | 144.341 | 76.835 | 51.816 | -81 | -71 | -83 | -83 | -79 | -82 | -77 | -81 |
| L | 1723008025.159 | 30.566 | 32.672 | 51.816 | -71 | -69 | -70 | -72 | -66 | -71 | -75 | -63 |
| M | 1723008256.167 | 46.698 | 9.090 | 51.816 | -100 | -71 | -75 | -77 | -69 | -70 | -80 | -72 |
| N | 1723008433.142 | 75.567 | 63.777 | 51.816 | -79 | -88 | -80 | -85 | -82 | -78 | -82 | -69 |
| O | 1723008487.146 | 54.340 | 6.887 | 51.816 | -72 | -80 | -82 | -74 | -79 | -73 | -78 | -81 |
| P | 1723008464.159 | 4.245 | 76.889 | 51.816 | -82 | -81 | -74 | -78 | -72 | -74 | -76 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008601.143
- **Target RSSI fingerprint:** [-100, -82, -100, -78, -86, -78, -70, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
130.75558036059343,
88.50015163421631,
51.816
] | 16 |
42,656 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691374.149 | 172.364 | 109.905 | 51.816 | -85 | -81 | -76 | -85 | -77 | -81 | -75 | -80 |
| B | 1723691305.150 | 158.779 | 107.225 | 51.816 | -77 | -78 | -78 | -80 | -71 | -80 | -76 | -75 |
| C | 1723691423.140 | 199.535 | 95.414 | 51.816 | -82 | -71 | -81 | -73 | -73 | -80 | -78 | -78 |
| D | 1723691283.147 | 131.608 | 45.916 | 51.816 | -82 | -100 | -100 | -80 | -76 | -70 | -80 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691242.154
- **Target RSSI fingerprint:** [-82, -100, -100, -82, -77, -77, -83, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26526460749002,
69.2713737487793,
51.816
] | 4 |
13,070 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004340.138 | 98.491 | 45.902 | 60.960 | -78 | -82 | -74 | -68 | -85 | -75 | -72 | -75 |
| B | 1723004562.147 | 98.491 | 94.352 | 60.960 | -82 | -87 | -86 | -83 | -87 | -85 | -69 | -63 |
| C | 1723004431.142 | 0.849 | 85.727 | 60.960 | -80 | -76 | -74 | -87 | -77 | -72 | -87 | -78 |
| D | 1723004902.151 | 54.340 | 12.050 | 60.960 | -76 | -78 | -84 | -75 | -76 | -78 | -72 | -57 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004659.163
- **Target RSSI fingerprint:** [-77, -81, -72, -77, -75, -83, -73, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396248860612215,
68.329176902771,
60.96
] | 4 |
29,569 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696616.159 | 22.925 | 42.611 | 42.672 | -72 | -78 | -69 | -83 | -80 | -72 | -72 | -68 |
| B | 1723696905.153 | 39.058 | 5.401 | 42.672 | -82 | -84 | -100 | -79 | -71 | -100 | -82 | -79 |
| C | 1723696534.135 | 20.378 | 48.596 | 42.672 | -82 | -100 | -73 | -83 | -79 | -79 | -80 | -80 |
| D | 1723696882.166 | 19.529 | 46.579 | 42.672 | -67 | -100 | -71 | -79 | -73 | -80 | -78 | -62 |
| E | 1723696713.148 | 23.774 | 39.798 | 42.672 | -80 | -78 | -78 | -80 | -77 | -83 | -75 | -77 |
| F | 1723696514.154 | 62.832 | 64.945 | 42.672 | -74 | -77 | -69 | -76 | -80 | -72 | -71 | -62 |
| G | 1723696896.163 | 39.058 | 3.676 | 42.672 | -80 | -80 | -100 | -78 | -71 | -82 | -79 | -80 |
| H | 1723696636.175 | 76.418 | 77.579 | 42.672 | -79 | -73 | -75 | -80 | -100 | -71 | -69 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696599.161
- **Target RSSI fingerprint:** [-69, -81, -100, -75, -74, -78, -76, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
58.58692301045782,
37.63479232788086,
42.672000000000004
] | 8 |
19,660 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838850.166 | 28.868 | 138.583 | 51.816 | -79 | -74 | -81 | -85 | -71 | -74 | -72 | -84 |
| B | 1722839368.157 | 2.547 | 5.879 | 51.816 | -79 | -91 | -75 | -74 | -78 | -100 | -91 | -73 |
| C | 1722839071.186 | 33.113 | 105.898 | 51.816 | -81 | -71 | -75 | -83 | -72 | -76 | -68 | -86 |
| D | 1722838966.181 | 29.717 | 143.360 | 51.816 | -87 | -86 | -84 | -86 | -69 | -70 | -81 | -73 |
| E | 1722838910.168 | 138.397 | 118.743 | 51.816 | -85 | -74 | -85 | -78 | -90 | -85 | -72 | -74 |
| F | 1722839277.172 | 38.208 | 99.050 | 51.816 | -84 | -74 | -76 | -79 | -70 | -74 | -68 | -85 |
| G | 1722839195.165 | 95.095 | 103.827 | 51.816 | -85 | -83 | -80 | -82 | -71 | -65 | -69 | -72 |
| H | 1722839369.167 | 2.547 | 5.467 | 51.816 | -80 | -89 | -73 | -71 | -87 | -100 | -85 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838969.168
- **Target RSSI fingerprint:** [-86, -92, -88, -85, -71, -68, -90, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.75500266816206,
153.49846363067627,
51.816
] | 8 |
36,642 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696895.153 | 36.511 | 7.684 | 42.672 | -83 | -74 | -71 | -83 | -81 | -83 | -100 | -82 |
| B | 1723696787.140 | 29.718 | 24.444 | 42.672 | -76 | -72 | -72 | -72 | -65 | -100 | -77 | -61 |
| C | 1723696504.156 | 84.909 | 24.192 | 42.672 | -79 | -79 | -79 | -88 | -84 | -81 | -81 | -74 |
| D | 1723696850.158 | 85.758 | 21.604 | 42.672 | -100 | -81 | -77 | -82 | -77 | -79 | -75 | -60 |
| E | 1723696993.147 | 11.038 | 58.018 | 42.672 | -94 | -98 | -95 | -100 | -81 | -106 | -95 | -80 |
| F | 1723696617.154 | 21.227 | 45.451 | 42.672 | -76 | -70 | -78 | -71 | -69 | -70 | -69 | -64 |
| G | 1723696364.136 | 25.473 | 31.982 | 42.672 | -79 | -80 | -70 | -78 | -78 | -73 | -72 | -73 |
| H | 1723696910.178 | 29.718 | 29.474 | 42.672 | -100 | -78 | -70 | -100 | -81 | -73 | -78 | -80 |
| I | 1723696890.160 | 25.473 | 31.278 | 42.672 | -78 | -76 | -71 | -77 | -79 | -74 | -76 | -73 |
| J | 1723696564.159 | 92.550 | 28.783 | 42.672 | -75 | -81 | -81 | -75 | -86 | -70 | -72 | -76 |
| K | 1723696508.159 | 76.418 | 39.678 | 42.672 | -77 | -68 | -78 | -68 | -81 | -69 | -66 | -69 |
| L | 1723696870.135 | 58.587 | 65.211 | 42.672 | -79 | -88 | -80 | -82 | -79 | -74 | -78 | -69 |
| M | 1723696397.166 | 124.816 | 41.337 | 42.672 | -72 | -84 | -75 | -70 | -100 | -67 | -81 | -82 |
| N | 1723696516.145 | 61.134 | 67.175 | 42.672 | -75 | -87 | -100 | -71 | -75 | -71 | -65 | -64 |
| O | 1723696614.151 | 26.322 | 34.423 | 42.672 | -72 | -67 | -79 | -71 | -70 | -69 | -66 | -65 |
| P | 1723696879.156 | 24.623 | 48.742 | 42.672 | -77 | -82 | -75 | -79 | -68 | -76 | -72 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696641.146
- **Target RSSI fingerprint:** [-80, -86, -100, -75, -82, -67, -73, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.09761416190254,
87.65084743499756,
42.672000000000004
] | 16 |
26,568 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938259.158 | 78.114 | 6.794 | 30.480 | -81 | -76 | -100 | -79 | -100 | -77 | -72 | -65 |
| B | 1725937982.154 | 48.397 | 44.628 | 30.480 | -77 | -78 | -78 | -72 | -62 | -67 | -69 | -60 |
| C | 1725938000.148 | 5.094 | 54.170 | 30.480 | -76 | -100 | -90 | -72 | -70 | -63 | -74 | -67 |
| D | 1725938276.141 | 69.624 | 4.990 | 30.480 | -78 | -71 | -79 | -80 | -79 | -76 | -63 | -61 |
| E | 1725938149.145 | 22.076 | 119.805 | 30.480 | -70 | -100 | -76 | -70 | -80 | -51 | -75 | -62 |
| F | 1725937812.124 | 90.001 | 3.503 | 30.480 | -82 | -71 | -84 | -84 | -100 | -81 | -75 | -67 |
| G | 1725937722.154 | 83.209 | 67.520 | 30.480 | -83 | -82 | -70 | -81 | -66 | -73 | -77 | -74 |
| H | 1725937950.138 | 91.699 | 58.045 | 30.480 | -80 | -74 | -71 | -77 | -66 | -77 | -80 | -75 |
| I | 1725938070.138 | 81.511 | 58.907 | 30.480 | -79 | -78 | -76 | -76 | -72 | -70 | -65 | -69 |
| J | 1725938099.144 | 54.340 | 7.909 | 30.480 | -83 | -72 | -87 | -85 | -84 | -79 | -77 | -67 |
| K | 1725938107.155 | 21.227 | 14.903 | 30.480 | -83 | -75 | -85 | -80 | -84 | -71 | -73 | -64 |
| L | 1725938171.156 | 82.360 | 69.776 | 30.480 | -80 | -77 | -66 | -81 | -67 | -75 | -62 | -70 |
| M | 1725937618.147 | 85.756 | 50.998 | 30.480 | -76 | -69 | -72 | -71 | -72 | -67 | -60 | -72 |
| N | 1725937843.165 | 92.548 | 47.243 | 30.480 | -76 | -77 | -75 | -73 | -72 | -70 | -64 | -75 |
| O | 1725938075.150 | 64.529 | 74.699 | 30.480 | -80 | -81 | -74 | -82 | -72 | -82 | -72 | -71 |
| P | 1725937990.153 | 12.736 | 62.676 | 30.480 | -70 | -69 | -79 | -61 | -64 | -55 | -73 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937937.132
- **Target RSSI fingerprint:** [-81, -79, -66, -82, -63, -83, -60, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
64.52916849929233,
82.99294471740723,
30.48
] | 16 |
3,410 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994968.195 | 76.416 | 2.959 | 51.816 | -101 | -94 | -94 | -85 | -96 | -88 | -99 | -91 |
| B | 1731994841.222 | 73.868 | 18.552 | 51.816 | -84 | -84 | -78 | -86 | -75 | -75 | -78 | -78 |
| C | 1731994928.218 | 65.378 | 5.109 | 51.816 | -88 | -96 | -80 | -80 | -100 | -93 | -87 | -95 |
| D | 1731994271.207 | 15.283 | 45.345 | 51.816 | -83 | -81 | -80 | -71 | -100 | -73 | -78 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994453.203
- **Target RSSI fingerprint:** [-93, -86, -82, -86, -84, -86, -88, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.679694447592645,
16.388916969299316,
51.816
] | 4 |
6,450 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003018.155 | 57.736 | 92.760 | 51.816 | -87 | -84 | -82 | -72 | -86 | -82 | -70 | -82 |
| B | 1723003465.157 | 104.435 | 95.016 | 51.816 | -84 | -74 | -84 | -83 | -88 | -80 | -69 | -66 |
| C | 1723003327.150 | 22.925 | 86.377 | 51.816 | -84 | -88 | -85 | -80 | -74 | -91 | -90 | -71 |
| D | 1723002793.195 | 76.416 | 6.542 | 51.816 | -83 | -82 | -77 | -81 | -73 | -66 | -74 | -77 |
| E | 1723003186.160 | 112.925 | 49.671 | 51.816 | -84 | -80 | -89 | -87 | -100 | -80 | -84 | -62 |
| F | 1723002949.146 | 134.152 | 13.363 | 51.816 | -73 | -73 | -74 | -77 | -76 | -79 | -69 | -77 |
| G | 1723002828.143 | 129.057 | 46.911 | 51.816 | -78 | -80 | -83 | -86 | -80 | -63 | -70 | -66 |
| H | 1723003436.158 | 5.094 | 73.412 | 51.816 | -86 | -85 | -83 | -89 | -80 | -82 | -80 | -74 |
| I | 1723003164.151 | 132.454 | 12.142 | 51.816 | -78 | -78 | -76 | -84 | -80 | -80 | -70 | -79 |
| J | 1723002802.141 | 97.642 | 45.066 | 51.816 | -81 | -83 | -82 | -76 | -69 | -69 | -73 | -76 |
| K | 1723003149.136 | 64.529 | 10.139 | 51.816 | -84 | -100 | -76 | -82 | -82 | -84 | -71 | -64 |
| L | 1723003272.153 | 133.303 | 12.912 | 51.816 | -83 | -81 | -82 | -87 | -70 | -72 | -72 | -79 |
| M | 1723003273.168 | 134.152 | 9.634 | 51.816 | -82 | -79 | -79 | -85 | -69 | -69 | -71 | -79 |
| N | 1723003484.140 | 102.737 | 58.005 | 51.816 | -87 | -77 | -82 | -87 | -100 | -82 | -70 | -59 |
| O | 1723002889.150 | 25.472 | 87.014 | 51.816 | -86 | -83 | -87 | -77 | -76 | -92 | -89 | -68 |
| P | 1723002957.151 | 129.907 | 46.738 | 51.816 | -75 | -79 | -83 | -75 | -84 | -71 | -74 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003015.157
- **Target RSSI fingerprint:** [-83, -78, -78, -70, -80, -79, -68, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
41.60404860450272,
91.99026107788086,
51.816
] | 16 |
21,952 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937885.238 | 12.736 | 17.278 | 30.480 | -84 | -72 | -74 | -77 | -67 | -83 | -75 | -61 |
| B | 1725938089.134 | 59.435 | 40.302 | 30.480 | -83 | -75 | -76 | -82 | -74 | -64 | -79 | -66 |
| C | 1725937866.142 | 57.737 | 37.913 | 30.480 | -84 | -76 | -77 | -81 | -75 | -67 | -78 | -64 |
| D | 1725937754.148 | 63.680 | 35.857 | 30.480 | -83 | -73 | -74 | -81 | -74 | -60 | -76 | -74 |
| E | 1725937834.139 | 99.341 | 36.905 | 30.480 | -84 | -73 | -76 | -82 | -76 | -64 | -82 | -70 |
| F | 1725937675.155 | 7.642 | 60.420 | 30.480 | -69 | -100 | -77 | -59 | -72 | -70 | -49 | -60 |
| G | 1725937903.156 | 6.793 | 68.196 | 30.480 | -73 | -71 | -100 | -60 | -100 | -64 | -48 | -57 |
| H | 1725937883.177 | 22.925 | 15.208 | 30.480 | -81 | -75 | -73 | -78 | -69 | -82 | -72 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938228.146
- **Target RSSI fingerprint:** [-75, -74, -80, -72, -70, -79, -62, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547204019708907,
37.794036865234375,
30.48
] | 8 |
20,338 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003220.148 | 1.698 | 82.966 | 51.816 | -87 | -92 | -88 | -90 | -92 | -85 | -81 | -79 |
| B | 1723003306.199 | 72.170 | 63.393 | 51.816 | -100 | -89 | -82 | -74 | -83 | -82 | -74 | -69 |
| C | 1723003026.157 | 97.642 | 94.127 | 51.816 | -90 | -91 | -87 | -87 | -89 | -82 | -70 | -71 |
| D | 1723002892.161 | 11.038 | 85.992 | 51.816 | -83 | -89 | -70 | -89 | -85 | -77 | -85 | -73 |
| E | 1723003206.152 | 16.132 | 43.421 | 51.816 | -78 | -73 | -77 | -89 | -77 | -84 | -100 | -82 |
| F | 1723003112.171 | 8.491 | 86.403 | 51.816 | -82 | -88 | -71 | -88 | -89 | -71 | -84 | -74 |
| G | 1723003231.186 | 27.170 | 89.774 | 51.816 | -75 | -84 | -84 | -80 | -84 | -80 | -68 | -82 |
| H | 1723003581.145 | 72.170 | 2.588 | 51.816 | -100 | -95 | -100 | -97 | -100 | -102 | -98 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003586.156
- **Target RSSI fingerprint:** [-100, -101, -107, -94, -88, -95, -100, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92497731347383,
0.43792247772216797,
51.816
] | 8 |
15,180 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841181.151 | 99.340 | 140.799 | 60.960 | -83 | -85 | -78 | -83 | -75 | -83 | -71 | -71 |
| B | 1722841088.161 | 112.925 | 99.541 | 60.960 | -87 | -84 | -86 | -82 | -78 | -76 | -78 | -73 |
| C | 1722840979.168 | 110.378 | 150.765 | 60.960 | -83 | -88 | -82 | -84 | -72 | -82 | -71 | -73 |
| D | 1722840820.162 | 56.038 | 74.526 | 60.960 | -74 | -77 | -89 | -77 | -77 | -81 | -69 | -78 |
| E | 1722840920.171 | 82.359 | 186.754 | 60.960 | -86 | -89 | -71 | -75 | -78 | -74 | -77 | -73 |
| F | 1722841006.170 | 115.473 | 97.975 | 60.960 | -85 | -87 | -87 | -70 | -81 | -72 | -79 | -76 |
| G | 1722841319.161 | 99.340 | 178.234 | 60.960 | -78 | -90 | -79 | -84 | -78 | -82 | -73 | -72 |
| H | 1722840868.170 | 85.755 | 109.693 | 60.960 | -74 | -73 | -74 | -74 | -75 | -75 | -64 | -67 |
| I | 1722840910.167 | 93.397 | 186.183 | 60.960 | -82 | -90 | -79 | -81 | -81 | -77 | -74 | -76 |
| J | 1722840843.147 | 22.925 | 135.915 | 60.960 | -85 | -69 | -82 | -85 | -82 | -72 | -81 | -71 |
| K | 1722841315.165 | 108.680 | 160.651 | 60.960 | -77 | -87 | -83 | -77 | -72 | -77 | -73 | -74 |
| L | 1722841261.160 | 47.548 | 158.329 | 60.960 | -81 | -78 | -82 | -84 | -78 | -78 | -77 | -74 |
| M | 1722841026.155 | 61.982 | 70.439 | 60.960 | -77 | -76 | -82 | -69 | -72 | -75 | -71 | -75 |
| N | 1722841087.173 | 108.680 | 96.316 | 60.960 | -88 | -87 | -89 | -84 | -85 | -82 | -83 | -78 |
| O | 1722840931.160 | 41.604 | 150.353 | 60.960 | -85 | -74 | -76 | -84 | -83 | -74 | -77 | -72 |
| P | 1722841376.150 | 61.133 | 108.777 | 60.960 | -84 | -76 | -88 | -85 | -79 | -73 | -73 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840932.166
- **Target RSSI fingerprint:** [-80, -73, -76, -85, -79, -73, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.35875225293892,
147.08887100219727,
60.96
] | 16 |
9,993 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008117.157 | 5.094 | 78.322 | 51.816 | -79 | -87 | -82 | -76 | -78 | -67 | -80 | -82 |
| B | 1723008113.160 | 15.283 | 60.460 | 51.816 | -76 | -76 | -78 | -76 | -76 | -67 | -79 | -78 |
| C | 1723008544.167 | 67.925 | 40.780 | 51.816 | -76 | -82 | -67 | -74 | -75 | -77 | -63 | -73 |
| D | 1723008387.133 | 143.492 | 62.278 | 51.816 | -71 | -78 | -85 | -74 | -83 | -83 | -77 | -77 |
| E | 1723007826.163 | 202.926 | 1.818 | 51.816 | -98 | -91 | -102 | -88 | -100 | -100 | -100 | -77 |
| F | 1723008095.155 | 66.227 | 40.992 | 51.816 | -77 | -83 | -64 | -79 | -77 | -73 | -68 | -74 |
| G | 1723008551.154 | 33.113 | 39.174 | 51.816 | -81 | -79 | -67 | -77 | -74 | -71 | -62 | -67 |
| H | 1723008080.154 | 139.246 | 42.916 | 51.816 | -80 | -75 | -83 | -85 | -77 | -81 | -73 | -71 |
| I | 1723007993.158 | 67.076 | 84.360 | 51.816 | -81 | -71 | -82 | -100 | -75 | -80 | -77 | -78 |
| J | 1723008356.169 | 34.812 | 85.262 | 51.816 | -84 | -88 | -82 | -73 | -85 | -78 | -78 | -80 |
| K | 1723008293.178 | 153.680 | 11.386 | 51.816 | -82 | -91 | -91 | -91 | -89 | -85 | -82 | -76 |
| L | 1723008085.149 | 116.322 | 42.240 | 51.816 | -77 | -73 | -87 | -85 | -77 | -86 | -80 | -78 |
| M | 1723008421.138 | 101.038 | 3.039 | 51.816 | -91 | -88 | -85 | -84 | -87 | -72 | -79 | -79 |
| N | 1723008019.167 | 16.132 | 58.735 | 51.816 | -80 | -73 | -81 | -74 | -69 | -71 | -78 | -79 |
| O | 1723008326.151 | 37.359 | 39.280 | 51.816 | -83 | -77 | -72 | -81 | -74 | -74 | -62 | -69 |
| P | 1723008046.158 | 88.302 | 8.493 | 51.816 | -83 | -81 | -81 | -71 | -81 | -71 | -72 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008335.165
- **Target RSSI fingerprint:** [-83, -82, -83, -83, -82, -79, -84, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.924679673610537,
41.62917613983154,
51.816
] | 16 |
6,924 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994508.245 | 79.812 | 39.360 | 51.816 | -84 | -81 | -79 | -91 | -83 | -77 | -77 | -70 |
| B | 1731994571.226 | 5.943 | 64.441 | 51.816 | -82 | -78 | -89 | -74 | -78 | -78 | -74 | -73 |
| C | 1731994443.228 | 84.906 | 32.141 | 51.816 | -74 | -78 | -67 | -87 | -68 | -84 | -69 | -72 |
| D | 1731994649.204 | 61.133 | 14.796 | 51.816 | -90 | -88 | -87 | -85 | -89 | -80 | -89 | -82 |
| E | 1731994404.208 | 61.133 | 74.526 | 51.816 | -85 | -89 | -79 | -84 | -83 | -75 | -73 | -74 |
| F | 1731994373.220 | 12.736 | 66.126 | 51.816 | -80 | -78 | -89 | -74 | -78 | -76 | -75 | -73 |
| G | 1731994759.225 | 36.510 | 90.491 | 51.816 | -84 | -83 | -75 | -81 | -77 | -90 | -79 | -71 |
| H | 1731994446.229 | 73.019 | 22.241 | 51.816 | -78 | -81 | -74 | -82 | -72 | -78 | -73 | -77 |
| I | 1731994929.233 | 66.227 | 4.485 | 51.816 | -96 | -96 | -98 | -82 | -97 | -76 | -90 | -95 |
| J | 1731994457.239 | 56.887 | 19.574 | 51.816 | -74 | -83 | -78 | -74 | -84 | -66 | -73 | -76 |
| K | 1731994423.224 | 108.680 | 85.514 | 51.816 | -83 | -88 | -83 | -80 | -78 | -82 | -78 | -65 |
| L | 1731994374.219 | 10.189 | 64.136 | 51.816 | -81 | -79 | -86 | -84 | -78 | -85 | -75 | -76 |
| M | 1731994596.201 | 37.359 | 57.885 | 51.816 | -86 | -89 | -89 | -93 | -88 | -81 | -74 | -79 |
| N | 1731994183.224 | 63.680 | 7.949 | 51.816 | -93 | -86 | -97 | -100 | -95 | -100 | -92 | -83 |
| O | 1731994823.211 | 123.963 | 73.598 | 51.816 | -83 | -88 | -82 | -80 | -83 | -84 | -80 | -79 |
| P | 1731994265.214 | 41.604 | 29.288 | 51.816 | -93 | -86 | -84 | -77 | -85 | -79 | -83 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994186.226
- **Target RSSI fingerprint:** [-100, -85, -96, -93, -96, -85, -98, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.679694447592645,
7.298707962036133,
51.816
] | 16 |
13,297 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003363.154 | 45.000 | 9.940 | 51.816 | -76 | -88 | -83 | -89 | -100 | -85 | -72 | -76 |
| B | 1723003121.172 | 5.943 | 78.070 | 51.816 | -77 | -66 | -58 | -83 | -79 | -69 | -68 | -72 |
| C | 1723003329.165 | 11.887 | 85.766 | 51.816 | -85 | -83 | -79 | -88 | -92 | -74 | -92 | -71 |
| D | 1723003108.141 | 27.170 | 87.664 | 51.816 | -87 | -85 | -80 | -81 | -91 | -76 | -88 | -73 |
| E | 1723003306.199 | 72.170 | 63.393 | 51.816 | -85 | -89 | -82 | -74 | -73 | -82 | -74 | -69 |
| F | 1723002870.134 | 70.472 | 70.015 | 51.816 | -84 | -86 | -82 | -71 | -74 | -85 | -75 | -72 |
| G | 1723002998.146 | 5.094 | 67.440 | 51.816 | -86 | -88 | -77 | -89 | -84 | -81 | -80 | -78 |
| H | 1723003090.136 | 70.472 | 74.858 | 51.816 | -83 | -72 | -75 | -71 | -71 | -83 | -74 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002882.163
- **Target RSSI fingerprint:** [-89, -83, -83, -81, -89, -88, -85, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
60.28341736570802,
90.88881969451904,
51.816
] | 8 |
9,764 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006291.162 | 151.982 | 5.972 | 42.672 | -80 | -81 | -77 | -74 | -70 | -77 | -67 | -79 |
| B | 1723006303.157 | 97.642 | 2.681 | 42.672 | -84 | -80 | -91 | -77 | -77 | -87 | -74 | -80 |
| C | 1723006437.164 | 28.868 | 38.550 | 42.672 | -100 | -81 | -86 | -83 | -85 | -82 | -75 | -64 |
| D | 1723006245.163 | 196.133 | 22.055 | 42.672 | -75 | -87 | -75 | -85 | -84 | -81 | -74 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006900.150
- **Target RSSI fingerprint:** [-76, -83, -100, -80, -82, -84, -80, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
9.339684350444642,
65.62201976776123,
42.672000000000004
] | 4 |
16,300 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841012.184 | 91.699 | 78.587 | 60.960 | -74 | -81 | -71 | -76 | -83 | -75 | -74 | -78 |
| B | 1722840961.151 | 45.000 | 94.578 | 60.960 | -86 | -82 | -83 | -88 | -87 | -88 | -84 | -83 |
| C | 1722841443.171 | 41.604 | 35.472 | 60.960 | -80 | -82 | -70 | -85 | -71 | -82 | -73 | -77 |
| D | 1722841128.174 | 73.019 | 178.234 | 60.960 | -79 | -76 | -83 | -79 | -85 | -75 | -75 | -76 |
| E | 1722841195.170 | 125.661 | 134.164 | 60.960 | -80 | -78 | -79 | -79 | -85 | -67 | -70 | -80 |
| F | 1722841440.144 | 52.642 | 45.079 | 60.960 | -83 | -83 | -70 | -82 | -75 | -79 | -71 | -79 |
| G | 1722841049.149 | 21.227 | 134.031 | 60.960 | -89 | -83 | -86 | -80 | -73 | -81 | -75 | -77 |
| H | 1722841339.171 | 52.642 | 159.444 | 60.960 | -79 | -77 | -83 | -83 | -77 | -75 | -71 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841071.156
- **Target RSSI fingerprint:** [-75, -81, -75, -68, -73, -64, -72, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
76.41562960828415,
121.79553031921387,
60.96
] | 8 |
6,037 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999714.247 | 96.793 | 140.613 | 42.672 | -85 | -90 | -92 | -82 | -81 | -80 | -82 | -70 |
| B | 1731999904.219 | 59.434 | 104.358 | 42.672 | -88 | -90 | -88 | -77 | -83 | -78 | -76 | -76 |
| C | 1731999537.220 | 19.528 | 34.410 | 42.672 | -100 | -75 | -89 | -79 | -81 | -80 | -88 | -81 |
| D | 1731999538.232 | 24.623 | 38.617 | 42.672 | -100 | -76 | -88 | -87 | -84 | -79 | -85 | -81 |
| E | 1731999879.255 | 39.057 | 139.976 | 42.672 | -89 | -89 | -77 | -80 | -88 | -87 | -90 | -86 |
| F | 1732000122.228 | 108.680 | 146.983 | 42.672 | -78 | -85 | -82 | -73 | -82 | -79 | -77 | -70 |
| G | 1731999725.220 | 118.020 | 137.494 | 42.672 | -74 | -100 | -88 | -100 | -84 | -81 | -65 | -79 |
| H | 1732000181.213 | 45.849 | 39.002 | 42.672 | -83 | -76 | -76 | -89 | -86 | -74 | -82 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999898.224
- **Target RSSI fingerprint:** [-91, -89, -83, -82, -84, -74, -80, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.03813073835739,
101.5449333190918,
42.672000000000004
] | 8 |
24,383 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938241.143 | 15.283 | 20.330 | 30.480 | -69 | -68 | -70 | -63 | -71 | -71 | -58 | -63 |
| B | 1725938194.146 | 104.435 | 18.472 | 30.480 | -100 | -85 | -85 | -85 | -88 | -76 | -84 | -76 |
| C | 1725938116.160 | 0.000 | 19.242 | 30.480 | -68 | -79 | -78 | -83 | -73 | -66 | -81 | -58 |
| D | 1725937975.157 | 81.511 | 29.845 | 30.480 | -100 | -100 | -81 | -84 | -81 | -72 | -80 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937797.149
- **Target RSSI fingerprint:** [-80, -79, -81, -81, -81, -73, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84967235476033,
15.141501426696777,
30.48
] | 4 |
1,850 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000072.162 | 137.548 | 25.599 | 42.672 | -83 | -77 | -85 | -81 | -75 | -71 | -69 | -78 |
| B | 1722999884.125 | 13.585 | 47.097 | 42.672 | -83 | -83 | -85 | -82 | -86 | -80 | -88 | -77 |
| C | 1722999382.143 | 67.925 | 1.805 | 42.672 | -100 | -93 | -96 | -95 | -89 | -96 | -88 | -85 |
| D | 1723000059.144 | 112.076 | 15.792 | 42.672 | -83 | -78 | -75 | -75 | -83 | -83 | -70 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999517.120
- **Target RSSI fingerprint:** [-84, -86, -83, -83, -78, -81, -81, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79309396995197,
12.275099754333496,
42.672000000000004
] | 4 |
29,576 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126948.151 | 90.852 | 53.307 | 42.672 | -89 | -84 | -72 | -83 | -78 | -83 | -71 | -76 |
| B | 1724126730.141 | 51.794 | 64.348 | 42.672 | -100 | -74 | -79 | -100 | -80 | -85 | -63 | -83 |
| C | 1724126602.130 | 8.491 | 110.954 | 42.672 | -83 | -80 | -100 | -74 | -73 | -80 | -77 | -70 |
| D | 1724126895.153 | 112.928 | 94.777 | 42.672 | -100 | -100 | -68 | -82 | -80 | -84 | -100 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127151.148
- **Target RSSI fingerprint:** [-87, -100, -87, -76, -78, -85, -100, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
138.40101924209077,
49.0738582611084,
42.672000000000004
] | 4 |
34,674 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126802.131 | 90.852 | 17.145 | 42.672 | -100 | -100 | -91 | -90 | -100 | -85 | -69 | -79 |
| B | 1724126836.135 | 43.303 | 62.411 | 42.672 | -81 | -100 | -80 | -76 | -77 | -77 | -64 | -79 |
| C | 1724126639.149 | 39.907 | 30.256 | 42.672 | -65 | -69 | -85 | -81 | -66 | -100 | -67 | -53 |
| D | 1724126620.125 | 45.851 | 31.092 | 42.672 | -60 | -62 | -77 | -100 | -66 | -66 | -72 | -52 |
| E | 1724127128.158 | 70.474 | 43.142 | 42.672 | -90 | -100 | -88 | -100 | -81 | -76 | -64 | -81 |
| F | 1724126976.145 | 135.854 | 37.953 | 42.672 | -100 | -84 | -85 | -75 | -87 | -84 | -100 | -78 |
| G | 1724126777.138 | 130.759 | 71.979 | 42.672 | -86 | -79 | -86 | -84 | -83 | -82 | -86 | -84 |
| H | 1724126760.153 | 72.172 | 45.172 | 42.672 | -81 | -100 | -83 | -79 | -75 | -77 | -63 | -76 |
| I | 1724126843.127 | 71.323 | 77.088 | 42.672 | -100 | -100 | -81 | -77 | -78 | -76 | -65 | -81 |
| J | 1724126952.169 | 109.532 | 61.628 | 42.672 | -91 | -100 | -86 | -78 | -86 | -84 | -90 | -82 |
| K | 1724127160.139 | 132.457 | 36.865 | 42.672 | -100 | -82 | -86 | -77 | -81 | -73 | -100 | -72 |
| L | 1724126744.142 | 36.511 | 43.328 | 42.672 | -62 | -63 | -74 | -83 | -66 | -67 | -75 | -52 |
| M | 1724126697.146 | 140.948 | 44.469 | 42.672 | -87 | -81 | -84 | -74 | -74 | -72 | -90 | -73 |
| N | 1724127078.156 | 113.778 | 95.507 | 42.672 | -100 | -100 | -84 | -70 | -86 | -80 | -85 | -83 |
| O | 1724127072.137 | 125.665 | 72.470 | 42.672 | -88 | -85 | -81 | -68 | -84 | -85 | -85 | -73 |
| P | 1724127049.151 | 98.494 | 23.356 | 42.672 | -90 | -93 | -93 | -93 | -100 | -84 | -87 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126604.129
- **Target RSSI fingerprint:** [-88, -69, -72, -100, -81, -76, -77, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
11.887204106682642,
103.28335285186768,
42.672000000000004
] | 16 |
30,246 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689696.139 | 225.008 | 108.525 | 42.672 | -100 | -80 | -75 | -69 | -100 | -100 | -72 | -100 |
| B | 1723689612.164 | 155.383 | 14.146 | 42.672 | -78 | -79 | -100 | -74 | -77 | -85 | -76 | -71 |
| C | 1723689654.175 | 166.421 | 103.323 | 42.672 | -85 | -100 | -100 | -100 | -85 | -100 | -100 | -80 |
| D | 1723690259.136 | 11.038 | 69.351 | 42.672 | -82 | -90 | -85 | -100 | -76 | -73 | -78 | -72 |
| E | 1723690211.153 | 162.175 | 1.553 | 42.672 | -87 | -80 | -87 | -87 | -87 | -90 | -83 | -76 |
| F | 1723689673.163 | 197.837 | 48.702 | 42.672 | -100 | -91 | -100 | -87 | -78 | -82 | -81 | -84 |
| G | 1723690006.154 | 173.214 | 19.773 | 42.672 | -81 | -78 | -81 | -87 | -78 | -82 | -77 | -75 |
| H | 1723690103.167 | 208.026 | 135.875 | 42.672 | -79 | -82 | -78 | -65 | -77 | -100 | -71 | -82 |
| I | 1723690327.135 | 10.189 | 70.797 | 42.672 | -92 | -104 | -102 | -100 | -95 | -93 | -97 | -97 |
| J | 1723690080.153 | 220.762 | 75.004 | 42.672 | -100 | -83 | -78 | -87 | -100 | -82 | -91 | -85 |
| K | 1723690204.156 | 186.799 | 25.851 | 42.672 | -88 | -82 | -89 | -90 | -82 | -88 | -79 | -81 |
| L | 1723689994.134 | 219.913 | 66.617 | 42.672 | -91 | -84 | -88 | -80 | -87 | -87 | -79 | -78 |
| M | 1723689876.147 | 206.328 | 59.398 | 42.672 | -79 | -84 | -83 | -80 | -74 | -82 | -75 | -72 |
| N | 1723689564.975 | 16.133 | 72.735 | 42.672 | -100 | -100 | -81 | -100 | -100 | -69 | -100 | -89 |
| O | 1723690013.148 | 156.232 | 1.407 | 42.672 | -85 | -78 | -85 | -77 | -84 | -85 | -76 | -80 |
| P | 1723689679.150 | 216.517 | 67.387 | 42.672 | -82 | -89 | -84 | -86 | -83 | -87 | -82 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689568.965
- **Target RSSI fingerprint:** [-87, -100, -82, -100, -100, -70, -100, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736288468555774,
74.26103591918945,
42.672000000000004
] | 16 |
19,201 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008059.141 | 151.133 | 8.214 | 51.816 | -81 | -77 | -78 | -80 | -76 | -74 | -65 | -77 |
| B | 1723007954.158 | 156.227 | 3.119 | 51.816 | -76 | -73 | -75 | -78 | -76 | -73 | -75 | -76 |
| C | 1723008487.146 | 54.340 | 6.887 | 51.816 | -83 | -80 | -79 | -73 | -74 | -78 | -72 | -81 |
| D | 1723008518.139 | 150.284 | 25.293 | 51.816 | -92 | -88 | -84 | -82 | -89 | -88 | -76 | -73 |
| E | 1723008050.152 | 107.831 | 8.971 | 51.816 | -83 | -88 | -85 | -77 | -71 | -72 | -76 | -83 |
| F | 1723008382.141 | 134.152 | 87.677 | 51.816 | -81 | -84 | -78 | -85 | -81 | -72 | -79 | -64 |
| G | 1723008042.143 | 69.623 | 8.546 | 51.816 | -82 | -82 | -81 | -72 | -74 | -79 | -72 | -84 |
| H | 1723008278.154 | 122.265 | 8.440 | 51.816 | -83 | -83 | -78 | -80 | -70 | -71 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008608.144
- **Target RSSI fingerprint:** [-80, -79, -83, -81, -72, -68, -75, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
134.15182920112832,
84.1740083694458,
51.816
] | 8 |
44,319 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696424.188 | 65.380 | 39.931 | 42.672 | -77 | -78 | -84 | -78 | -78 | -75 | -80 | -64 |
| B | 1723696825.171 | 101.890 | 83.776 | 42.672 | -84 | -85 | -79 | -86 | -84 | -81 | -76 | -85 |
| C | 1723696803.147 | 33.963 | 55.868 | 42.672 | -78 | -79 | -91 | -86 | -76 | -72 | -74 | -71 |
| D | 1723696831.144 | 118.872 | 58.974 | 42.672 | -77 | -76 | -71 | -100 | -73 | -100 | -70 | -87 |
| E | 1723696713.148 | 23.774 | 39.798 | 42.672 | -82 | -77 | -78 | -85 | -83 | -78 | -75 | -77 |
| F | 1723696439.141 | 26.322 | 30.482 | 42.672 | -77 | -77 | -89 | -66 | -73 | -69 | -76 | -67 |
| G | 1723696364.136 | 25.473 | 31.982 | 42.672 | -79 | -70 | -84 | -80 | -78 | -72 | -73 | -73 |
| H | 1723696729.139 | 45.002 | 1.500 | 42.672 | -100 | -78 | -76 | -84 | -78 | -82 | -79 | -69 |
| I | 1723696433.135 | 29.718 | 23.396 | 42.672 | -75 | -74 | -77 | -76 | -79 | -75 | -75 | -61 |
| J | 1723696777.147 | 54.341 | 34.675 | 42.672 | -76 | -77 | -85 | -85 | -79 | -77 | -79 | -63 |
| K | 1723696645.140 | 99.343 | 89.243 | 42.672 | -78 | -100 | -68 | -83 | -74 | -77 | -64 | -82 |
| L | 1723696806.155 | 46.700 | 63.034 | 42.672 | -79 | -86 | -80 | -83 | -75 | -76 | -70 | -69 |
| M | 1723696524.157 | 44.152 | 59.319 | 42.672 | -77 | -76 | -89 | -77 | -77 | -73 | -79 | -62 |
| N | 1723696567.143 | 105.287 | 35.764 | 42.672 | -76 | -81 | -67 | -81 | -76 | -78 | -69 | -83 |
| O | 1723696798.149 | 19.529 | 48.264 | 42.672 | -71 | -77 | -86 | -70 | -73 | -74 | -78 | -78 |
| P | 1723696723.134 | 43.303 | 0.464 | 42.672 | -100 | -70 | -72 | -67 | -100 | -100 | -76 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696444.132
- **Target RSSI fingerprint:** [-75, -100, -82, -68, -72, -69, -71, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
18.679888496087997,
48.18474292755127,
42.672000000000004
] | 16 |
29,457 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123095.125 | 109.532 | 50.374 | 60.960 | -83 | -87 | -82 | -76 | -78 | -86 | -81 | -61 |
| B | 1724123352.118 | 115.476 | 45.040 | 60.960 | -85 | -71 | -83 | -78 | -79 | -74 | -74 | -73 |
| C | 1724123541.137 | 78.965 | 25.386 | 60.960 | -85 | -74 | -82 | -100 | -83 | -77 | -70 | -64 |
| D | 1724123054.150 | 15.284 | 42.824 | 60.960 | -71 | -76 | -69 | -76 | -74 | -75 | -78 | -78 |
| E | 1724123373.134 | 69.625 | 20.118 | 60.960 | -81 | -78 | -81 | -81 | -80 | -80 | -75 | -87 |
| F | 1724123166.140 | 94.249 | 80.193 | 60.960 | -78 | -89 | -80 | -79 | -72 | -75 | -75 | -73 |
| G | 1724123131.130 | 14.434 | 29.739 | 60.960 | -100 | -78 | -66 | -77 | -76 | -76 | -82 | -70 |
| H | 1724123283.138 | 89.154 | 54.979 | 60.960 | -82 | -72 | -80 | -76 | -75 | -72 | -68 | -61 |
| I | 1724123183.161 | 102.739 | 36.812 | 60.960 | -82 | -75 | -84 | -76 | -76 | -77 | -68 | -61 |
| J | 1724123607.129 | 9.340 | 48.636 | 60.960 | -75 | -89 | -70 | -78 | -76 | -76 | -85 | -76 |
| K | 1724123333.122 | 80.663 | 80.817 | 60.960 | -80 | -79 | -81 | -73 | -83 | -72 | -71 | -65 |
| L | 1724123436.151 | 93.399 | 34.901 | 60.960 | -83 | -73 | -84 | -76 | -83 | -78 | -75 | -68 |
| M | 1724123094.117 | 111.230 | 47.574 | 60.960 | -86 | -86 | -83 | -78 | -85 | -86 | -81 | -75 |
| N | 1724123563.143 | 50.096 | 67.400 | 60.960 | -81 | -100 | -83 | -83 | -84 | -83 | -78 | -77 |
| O | 1724123353.138 | 116.325 | 44.243 | 60.960 | -84 | -70 | -83 | -80 | -76 | -73 | -74 | -71 |
| P | 1724123529.129 | 114.627 | 46.287 | 60.960 | -82 | -69 | -83 | -79 | -73 | -73 | -75 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123694.150
- **Target RSSI fingerprint:** [-100, -98, -89, -95, -100, -97, -100, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
5.094515033329008,
54.50144290924072,
60.96
] | 16 |
6,395 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004932.160 | 127.359 | 47.468 | 60.960 | -78 | -82 | -75 | -79 | -77 | -78 | -73 | -65 |
| B | 1723004727.151 | 84.906 | 48.317 | 60.960 | -77 | -82 | -82 | -82 | -75 | -73 | -81 | -64 |
| C | 1723004798.156 | 129.057 | 63.870 | 60.960 | -79 | -77 | -80 | -83 | -66 | -84 | -71 | -58 |
| D | 1723004861.141 | 30.566 | 87.837 | 60.960 | -85 | -79 | -78 | -83 | -86 | -82 | -86 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004556.136
- **Target RSSI fingerprint:** [-81, -84, -84, -83, -77, -84, -69, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07591499709125,
92.73340225219727,
60.96
] | 4 |
16,273 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006284.150 | 155.378 | 9.873 | 42.672 | -84 | -100 | -81 | -85 | -83 | -74 | -72 | -75 |
| B | 1723006475.159 | 79.812 | 87.558 | 42.672 | -100 | -79 | -86 | -87 | -87 | -80 | -79 | -73 |
| C | 1723006566.160 | 5.943 | 78.879 | 42.672 | -80 | -86 | -87 | -81 | -79 | -79 | -82 | -76 |
| D | 1723006524.152 | 102.737 | 4.830 | 42.672 | -80 | -83 | -79 | -69 | -75 | -65 | -82 | -74 |
| E | 1723006358.135 | 23.774 | 45.544 | 42.672 | -79 | -100 | -72 | -79 | -71 | -100 | -84 | -68 |
| F | 1723006543.137 | 75.567 | 58.018 | 42.672 | -91 | -85 | -85 | -88 | -89 | -81 | -85 | -76 |
| G | 1723006446.144 | 18.679 | 46.513 | 42.672 | -85 | -92 | -76 | -74 | -76 | -80 | -84 | -74 |
| H | 1723006542.164 | 77.265 | 53.320 | 42.672 | -84 | -85 | -88 | -89 | -91 | -81 | -84 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006876.159
- **Target RSSI fingerprint:** [-86, -79, -80, -79, -85, -100, -74, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05715915400177,
39.943838119506836,
42.672000000000004
] | 8 |
7,400 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841159.164 | 39.057 | 94.711 | 60.960 | -71 | -79 | -83 | -80 | -83 | -74 | -74 | -71 |
| B | 1722841209.174 | 121.416 | 104.823 | 60.960 | -88 | -84 | -80 | -77 | -74 | -76 | -71 | -77 |
| C | 1722841066.176 | 61.133 | 141.927 | 60.960 | -71 | -81 | -86 | -71 | -74 | -67 | -78 | -72 |
| D | 1722841094.162 | 134.152 | 117.164 | 60.960 | -87 | -82 | -80 | -74 | -81 | -71 | -78 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841133.174
- **Target RSSI fingerprint:** [-80, -85, -83, -86, -73, -75, -86, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34000327700206,
161.64647579193115,
60.96
] | 4 |
5,216 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009936.151 | 122.265 | 46.340 | 60.960 | -75 | -88 | -100 | -67 | -70 | -68 | -85 | -63 |
| B | 1723009947.150 | 68.774 | 44.642 | 60.960 | -80 | -81 | -86 | -79 | -81 | -71 | -77 | -69 |
| C | 1723010417.158 | 6.792 | 76.650 | 60.960 | -80 | -78 | -78 | -81 | -77 | -74 | -70 | -83 |
| D | 1723010393.159 | 79.812 | 44.350 | 60.960 | -71 | -76 | -100 | -78 | -77 | -72 | -79 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010569.141
- **Target RSSI fingerprint:** [-103, -96, -82, -100, -97, -104, -100, -97]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
198.680558306335,
1.9374752044677734,
60.96
] | 4 |
38,653 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128484.149 | 135.854 | 49.406 | 51.816 | -76 | -100 | -77 | -82 | -71 | -78 | -80 | -68 |
| B | 1724128526.140 | 35.662 | 51.184 | 51.816 | -78 | -79 | -82 | -84 | -85 | -78 | -77 | -72 |
| C | 1724128617.138 | 31.416 | 57.912 | 51.816 | -75 | -84 | -100 | -86 | -78 | -80 | -70 | -81 |
| D | 1724128398.126 | 31.416 | 50.560 | 51.816 | -100 | -71 | -67 | -100 | -100 | -73 | -76 | -60 |
| E | 1724128727.161 | 68.776 | 41.762 | 51.816 | -73 | -80 | -100 | -79 | -72 | -68 | -64 | -62 |
| F | 1724128455.128 | 84.060 | 43.938 | 51.816 | -80 | -78 | -63 | -80 | -84 | -77 | -77 | -67 |
| G | 1724128572.137 | 141.797 | 43.633 | 51.816 | -100 | -85 | -63 | -74 | -82 | -73 | -100 | -70 |
| H | 1724128907.135 | 54.342 | 35.458 | 51.816 | -77 | -81 | -100 | -86 | -75 | -75 | -66 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128551.129
- **Target RSSI fingerprint:** [-80, -90, -75, -76, -78, -77, -81, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
106.98483648576475,
60.06173133850098,
51.816
] | 8 |
4,272 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722829108.177 | 66.227 | 7.219 | 42.672 | -93 | -95 | -88 | -85 | -84 | -92 | -88 | -80 |
| B | 1722829006.166 | 122.265 | 70.877 | 42.672 | -90 | -76 | -80 | -82 | -83 | -89 | -73 | -81 |
| C | 1722828990.162 | 80.661 | 82.117 | 42.672 | -91 | -87 | -87 | -88 | -86 | -77 | -90 | -77 |
| D | 1722828586.159 | 49.246 | 53.626 | 42.672 | -82 | -91 | -89 | -83 | -87 | -79 | -77 | -73 |
| E | 1722828831.158 | 73.019 | 9.528 | 42.672 | -93 | -90 | -81 | -91 | -77 | -88 | -74 | -87 |
| F | 1722828655.151 | 7.642 | 45.624 | 42.672 | -89 | -87 | -83 | -81 | -83 | -75 | -84 | -76 |
| G | 1722828645.147 | 50.944 | 12.992 | 42.672 | -85 | -89 | -87 | -82 | -84 | -74 | -78 | -81 |
| H | 1722828691.158 | 80.661 | 51.741 | 42.672 | -86 | -91 | -89 | -81 | -90 | -76 | -86 | -80 |
| I | 1722828669.165 | 16.981 | 74.009 | 42.672 | -91 | -83 | -90 | -82 | -86 | -75 | -86 | -79 |
| J | 1722829020.143 | 109.529 | 38.763 | 42.672 | -97 | -92 | -79 | -81 | -76 | -86 | -66 | -77 |
| K | 1722828768.164 | 16.981 | 46.420 | 42.672 | -84 | -87 | -88 | -85 | -89 | -75 | -84 | -73 |
| L | 1722828878.157 | 39.906 | 84.546 | 42.672 | -88 | -90 | -87 | -81 | -87 | -79 | -79 | -77 |
| M | 1722828597.178 | 95.944 | 89.694 | 42.672 | -89 | -82 | -77 | -85 | -83 | -87 | -80 | -74 |
| N | 1722828585.137 | 45.000 | 50.109 | 42.672 | -85 | -90 | -90 | -86 | -85 | -80 | -81 | -74 |
| O | 1722828830.142 | 76.416 | 11.917 | 42.672 | -95 | -88 | -85 | -88 | -82 | -87 | -76 | -84 |
| P | 1722828646.154 | 45.000 | 16.654 | 42.672 | -85 | -87 | -85 | -89 | -85 | -73 | -73 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828883.149
- **Target RSSI fingerprint:** [-86, -76, -84, -86, -79, -76, -73, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
59.43437933658537,
68.18320274353027,
42.672000000000004
] | 16 |
19,616 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004436.135 | 1.698 | 84.426 | 60.960 | -79 | -80 | -79 | -85 | -81 | -76 | -79 | -82 |
| B | 1723004784.159 | 116.322 | 92.402 | 60.960 | -78 | -100 | -84 | -84 | -81 | -77 | -68 | -62 |
| C | 1723004556.136 | 67.076 | 92.733 | 60.960 | -87 | -82 | -84 | -84 | -83 | -77 | -69 | -79 |
| D | 1723005012.174 | 129.057 | 92.309 | 60.960 | -79 | -100 | -89 | -85 | -83 | -83 | -71 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004943.141
- **Target RSSI fingerprint:** [-82, -75, -87, -79, -75, -77, -82, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.18934138806034,
46.870975494384766,
60.96
] | 4 |
8,829 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994364.214 | 48.397 | 94.777 | 51.816 | -84 | -90 | -88 | -76 | -74 | -82 | -80 | -72 |
| B | 1731994827.217 | 125.661 | 69.630 | 51.816 | -90 | -87 | -77 | -73 | -69 | -88 | -72 | -75 |
| C | 1731994798.246 | 73.868 | 76.636 | 51.816 | -83 | -85 | -85 | -83 | -79 | -76 | -74 | -77 |
| D | 1731994521.240 | 89.152 | 53.201 | 51.816 | -92 | -94 | -82 | -85 | -81 | -91 | -81 | -76 |
| E | 1731994508.245 | 79.812 | 39.360 | 51.816 | -91 | -84 | -84 | -83 | -79 | -77 | -77 | -70 |
| F | 1731994263.230 | 50.944 | 23.555 | 51.816 | -75 | -78 | -82 | -100 | -83 | -69 | -77 | -76 |
| G | 1731994801.212 | 84.906 | 86.151 | 51.816 | -84 | -81 | -84 | -80 | -78 | -78 | -73 | -77 |
| H | 1731994440.207 | 96.793 | 42.200 | 51.816 | -94 | -96 | -78 | -73 | -70 | -87 | -71 | -75 |
| I | 1731994937.209 | 72.170 | 0.173 | 51.816 | -100 | -88 | -101 | -93 | -98 | -85 | -99 | -94 |
| J | 1731994162.236 | 68.774 | 7.033 | 51.816 | -76 | -77 | -94 | -96 | -97 | -63 | -91 | -92 |
| K | 1731994933.218 | 68.774 | 0.372 | 51.816 | -89 | -84 | -95 | -96 | -98 | -80 | -95 | -92 |
| L | 1731994340.225 | 106.133 | 85.952 | 51.816 | -92 | -93 | -82 | -85 | -77 | -90 | -72 | -83 |
| M | 1731994540.208 | 82.359 | 102.885 | 51.816 | -85 | -92 | -73 | -86 | -75 | -91 | -70 | -83 |
| N | 1731994696.220 | 50.944 | 76.132 | 51.816 | -80 | -81 | -82 | -79 | -89 | -84 | -72 | -65 |
| O | 1731994716.218 | 109.529 | 57.673 | 51.816 | -78 | -78 | -83 | -83 | -74 | -70 | -80 | -74 |
| P | 1731994605.218 | 72.170 | 87.306 | 51.816 | -83 | -85 | -81 | -75 | -75 | -72 | -72 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994818.232
- **Target RSSI fingerprint:** [-82, -82, -81, -81, -87, -87, -79, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
116.3215751909359,
80.73698043823242,
51.816
] | 16 |
4,275 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999639.228 | 88.303 | 139.472 | 42.672 | -80 | -78 | -86 | -81 | -75 | -68 | -78 | -77 |
| B | 1732000218.224 | 6.793 | 10.085 | 42.672 | -83 | -86 | -80 | -90 | -83 | -84 | -88 | -81 |
| C | 1732000048.231 | 129.058 | 144.183 | 42.672 | -86 | -82 | -87 | -81 | -78 | -73 | -83 | -77 |
| D | 1732000199.246 | 7.642 | 8.214 | 42.672 | -79 | -82 | -80 | -79 | -76 | -85 | -89 | -73 |
| E | 1732000028.217 | 115.473 | 99.727 | 42.672 | -91 | -93 | -86 | -85 | -88 | -89 | -90 | -87 |
| F | 1732000175.209 | 68.774 | 58.443 | 42.672 | -85 | -84 | -81 | -72 | -78 | -89 | -90 | -72 |
| G | 1731999539.247 | 29.717 | 42.598 | 42.672 | -88 | -92 | -79 | -91 | -82 | -85 | -81 | -81 |
| H | 1732000265.240 | 7.642 | 4.897 | 42.672 | -96 | -100 | -91 | -95 | -102 | -99 | -92 | -96 |
| I | 1731999560.237 | 61.133 | 90.305 | 42.672 | -100 | -82 | -88 | -90 | -94 | -79 | -70 | -73 |
| J | 1731999800.234 | 56.887 | 160.120 | 42.672 | -89 | -89 | -88 | -90 | -78 | -86 | -91 | -81 |
| K | 1731999972.256 | 54.340 | 93.875 | 42.672 | -100 | -83 | -83 | -86 | -82 | -87 | -79 | -72 |
| L | 1732000185.230 | 30.566 | 25.891 | 42.672 | -83 | -82 | -75 | -78 | -78 | -87 | -77 | -73 |
| M | 1732000069.225 | 99.340 | 197.596 | 42.672 | -80 | -90 | -89 | -83 | -89 | -77 | -83 | -87 |
| N | 1731999958.213 | 83.208 | 71.501 | 42.672 | -89 | -89 | -81 | -70 | -75 | -100 | -82 | -74 |
| O | 1731999868.236 | 84.906 | 183.476 | 42.672 | -75 | -93 | -90 | -90 | -91 | -76 | -83 | -92 |
| P | 1731999611.219 | 87.453 | 90.119 | 42.672 | -83 | -82 | -86 | -75 | -75 | -80 | -76 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999651.217
- **Target RSSI fingerprint:** [-100, -83, -89, -88, -89, -65, -69, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
71.32125730336395,
185.48007488250732,
42.672000000000004
] | 16 |
32,901 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696240.123 | 0.000 | 57.739 | 42.672 | -96 | -100 | -100 | -100 | -100 | -100 | -100 | -73 |
| B | 1723696755.144 | 120.570 | 49.658 | 42.672 | -83 | -81 | -75 | -76 | -69 | -67 | -73 | -78 |
| C | 1723696625.133 | 28.869 | 52.723 | 42.672 | -83 | -76 | -90 | -75 | -76 | -70 | -71 | -69 |
| D | 1723696775.154 | 64.531 | 39.201 | 42.672 | -80 | -75 | -85 | -78 | -81 | -77 | -80 | -62 |
| E | 1723696529.156 | 22.925 | 49.658 | 42.672 | -82 | -75 | -100 | -77 | -79 | -73 | -73 | -63 |
| F | 1723696828.144 | 109.532 | 71.076 | 42.672 | -74 | -100 | -73 | -80 | -76 | -79 | -70 | -100 |
| G | 1723696791.145 | 23.774 | 36.666 | 42.672 | -80 | -80 | -76 | -76 | -71 | -68 | -70 | -67 |
| H | 1723696566.144 | 101.041 | 33.402 | 42.672 | -83 | -80 | -67 | -74 | -73 | -76 | -69 | -82 |
| I | 1723696368.154 | 34.813 | 13.615 | 42.672 | -78 | -71 | -75 | -78 | -80 | -79 | -72 | -71 |
| J | 1723696690.137 | 61.134 | 64.242 | 42.672 | -79 | -80 | -73 | -78 | -72 | -69 | -69 | -64 |
| K | 1723696477.135 | 110.381 | 75.336 | 42.672 | -75 | -100 | -74 | -81 | -76 | -79 | -73 | -100 |
| L | 1723696519.125 | 60.285 | 67.029 | 42.672 | -83 | -79 | -82 | -81 | -86 | -82 | -76 | -71 |
| M | 1723696758.175 | 114.627 | 61.110 | 42.672 | -85 | -82 | -84 | -79 | -71 | -72 | -76 | -84 |
| N | 1723696536.126 | 22.925 | 43.991 | 42.672 | -77 | -73 | -77 | -78 | -76 | -74 | -72 | -71 |
| O | 1723696528.159 | 26.322 | 51.038 | 42.672 | -82 | -75 | -100 | -77 | -79 | -72 | -78 | -63 |
| P | 1723696433.135 | 29.718 | 23.396 | 42.672 | -81 | -74 | -77 | -75 | -79 | -75 | -75 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696392.136
- **Target RSSI fingerprint:** [-83, -80, -68, -77, -73, -81, -71, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.28664425067781,
31.87544822692871,
42.672000000000004
] | 16 |
11,290 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839182.160 | 52.642 | 157.227 | 51.816 | -75 | -76 | -67 | -81 | -74 | -74 | -64 | -70 |
| B | 1722838853.156 | 18.679 | 129.214 | 51.816 | -77 | -84 | -69 | -77 | -72 | -83 | -72 | -70 |
| C | 1722839254.163 | 50.095 | 155.887 | 51.816 | -82 | -88 | -84 | -88 | -79 | -76 | -77 | -73 |
| D | 1722839185.164 | 62.831 | 145.072 | 51.816 | -82 | -80 | -69 | -76 | -70 | -71 | -65 | -71 |
| E | 1722839253.176 | 54.340 | 159.245 | 51.816 | -78 | -77 | -82 | -80 | -79 | -74 | -76 | -72 |
| F | 1722838719.162 | 39.906 | 38.869 | 51.816 | -83 | -78 | -71 | -78 | -81 | -85 | -83 | -79 |
| G | 1722838728.164 | 66.227 | 63.976 | 51.816 | -100 | -67 | -72 | -68 | -92 | -76 | -71 | -90 |
| H | 1722838797.167 | 112.925 | 99.010 | 51.816 | -84 | -76 | -77 | -78 | -76 | -79 | -67 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838901.161
- **Target RSSI fingerprint:** [-82, -72, -90, -75, -73, -71, -84, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
118.01969522655263,
150.83111763000488,
51.816
] | 8 |
5,765 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828961.145 | 5.094 | 55.749 | 42.672 | -79 | -94 | -87 | -93 | -84 | -87 | -89 | -89 |
| B | 1722828697.147 | 94.246 | 39.440 | 42.672 | -100 | -87 | -86 | -82 | -82 | -86 | -79 | -78 |
| C | 1722829000.146 | 98.491 | 91.990 | 42.672 | -100 | -74 | -81 | -84 | -73 | -84 | -87 | -74 |
| D | 1722828652.198 | 19.528 | 36.679 | 42.672 | -86 | -86 | -89 | -86 | -81 | -86 | -72 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828994.177
- **Target RSSI fingerprint:** [-87, -87, -81, -82, -83, -81, -83, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
95.0950069385366,
92.75994300842285,
42.672000000000004
] | 4 |
5,692 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722833626.164 | 36.510 | 27.841 | 60.960 | -89 | -89 | -86 | -85 | -78 | -88 | -75 | -81 |
| B | 1722833687.151 | 125.661 | 59.544 | 60.960 | -81 | -77 | -68 | -79 | -78 | -83 | -80 | -77 |
| C | 1722834008.152 | 67.076 | 5.388 | 60.960 | -100 | -87 | -88 | -86 | -79 | -80 | -81 | -82 |
| D | 1722833422.147 | 64.529 | 11.267 | 60.960 | -89 | -84 | -87 | -83 | -83 | -86 | -82 | -81 |
| E | 1722833727.163 | 35.661 | 88.341 | 60.960 | -90 | -84 | -86 | -77 | -85 | -86 | -76 | -82 |
| F | 1722833669.149 | 83.208 | 51.927 | 60.960 | -79 | -90 | -87 | -87 | -87 | -73 | -80 | -81 |
| G | 1722834003.162 | 81.510 | 18.764 | 60.960 | -100 | -82 | -85 | -75 | -84 | -80 | -82 | -79 |
| H | 1722833943.149 | 17.830 | 46.645 | 60.960 | -89 | -89 | -85 | -86 | -88 | -76 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833462.154
- **Target RSSI fingerprint:** [-93, -82, -88, -88, -88, -73, -87, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15125291681008,
86.04513168334961,
60.96
] | 8 |
16,601 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006525.182 | 99.340 | 4.499 | 42.672 | -80 | -82 | -100 | -84 | -85 | -87 | -75 | -82 |
| B | 1723006954.152 | 167.265 | 51.025 | 42.672 | -86 | -88 | -78 | -86 | -81 | -76 | -65 | -79 |
| C | 1723006536.159 | 89.152 | 24.736 | 42.672 | -84 | -91 | -82 | -89 | -87 | -79 | -81 | -77 |
| D | 1723006436.194 | 33.113 | 38.696 | 42.672 | -81 | -80 | -100 | -71 | -88 | -82 | -75 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006481.147
- **Target RSSI fingerprint:** [-89, -90, -71, -90, -83, -88, -75, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.67996335062855,
89.2831039428711,
42.672000000000004
] | 4 |
26,432 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725941206.155 | 67.925 | 87.266 | 51.816 | -86 | -80 | -72 | -79 | -85 | -78 | -79 | -68 |
| B | 1725941001.149 | 78.963 | 76.066 | 51.816 | -76 | -81 | -74 | -75 | -79 | -77 | -75 | -69 |
| C | 1725941161.166 | 32.265 | 24.696 | 51.816 | -82 | -81 | -84 | -73 | -77 | -69 | -78 | -73 |
| D | 1725941204.156 | 72.171 | 82.502 | 51.816 | -75 | -81 | -76 | -75 | -82 | -78 | -77 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940880.152
- **Target RSSI fingerprint:** [-82, -79, -73, -82, -73, -78, -78, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
56.88755883559154,
98.42639446258545,
51.816
] | 4 |
37,290 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130207.119 | 43.303 | 60.964 | 60.960 | -84 | -85 | -83 | -80 | -83 | -80 | -70 | -72 |
| B | 1724130363.131 | 62.832 | 3.756 | 60.960 | -82 | -84 | -79 | -80 | -84 | -68 | -70 | -64 |
| C | 1724130081.116 | 122.268 | 88.567 | 60.960 | -82 | -82 | -100 | -72 | -83 | -82 | -70 | -63 |
| D | 1724129990.124 | 88.305 | 15.540 | 60.960 | -81 | -84 | -79 | -79 | -84 | -80 | -73 | -64 |
| E | 1724130280.130 | 76.418 | 77.579 | 60.960 | -83 | -80 | -79 | -79 | -83 | -70 | -77 | -62 |
| F | 1724130138.134 | 104.438 | 53.758 | 60.960 | -82 | -81 | -81 | -71 | -81 | -72 | -72 | -72 |
| G | 1724130246.145 | 135.854 | 40.103 | 60.960 | -84 | -82 | -79 | -76 | -83 | -72 | -74 | -74 |
| H | 1724129792.136 | 21.227 | 93.968 | 60.960 | -74 | -75 | -76 | -100 | -68 | -82 | -78 | -70 |
| I | 1724129961.118 | 131.608 | 68.953 | 60.960 | -83 | -81 | -78 | -76 | -77 | -74 | -78 | -70 |
| J | 1724130503.129 | 0.000 | 122.273 | 60.960 | -98 | -100 | -100 | -95 | -94 | -100 | -94 | -89 |
| K | 1724130057.129 | 111.230 | 25.944 | 60.960 | -86 | -81 | -82 | -76 | -78 | -74 | -71 | -76 |
| L | 1724129941.194 | 47.549 | 26.727 | 60.960 | -85 | -82 | -82 | -82 | -82 | -80 | -81 | -74 |
| M | 1724130172.120 | 100.192 | 21.989 | 60.960 | -80 | -84 | -79 | -81 | -84 | -76 | -73 | -69 |
| N | 1724130143.132 | 127.363 | 65.688 | 60.960 | -82 | -82 | -79 | -72 | -74 | -72 | -72 | -71 |
| O | 1724130194.131 | 40.756 | 30.947 | 60.960 | -84 | -81 | -82 | -79 | -77 | -80 | -68 | -70 |
| P | 1724129793.126 | 22.925 | 89.323 | 60.960 | -74 | -74 | -76 | -100 | -66 | -79 | -78 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130064.130
- **Target RSSI fingerprint:** [-83, -80, -79, -76, -84, -72, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64644703948315,
40.832953453063965,
60.96
] | 16 |
27,271 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943315.161 | 46.699 | 12.103 | 60.960 | -76 | -74 | -77 | -77 | -70 | -78 | -64 | -70 |
| B | 1725943054.150 | 105.284 | 38.537 | 60.960 | -73 | -74 | -72 | -70 | -76 | -72 | -79 | -61 |
| C | 1725943173.160 | 56.038 | 26.474 | 60.960 | -78 | -76 | -73 | -72 | -76 | -74 | -75 | -67 |
| D | 1725943036.167 | 60.284 | 82.993 | 60.960 | -78 | -77 | -72 | -73 | -71 | -69 | -78 | -67 |
| E | 1725943247.163 | 102.737 | 45.451 | 60.960 | -78 | -77 | -76 | -68 | -73 | -68 | -73 | -60 |
| F | 1725943045.155 | 94.247 | 53.944 | 60.960 | -78 | -78 | -75 | -66 | -74 | -66 | -77 | -64 |
| G | 1725943229.160 | 37.359 | 99.913 | 60.960 | -78 | -78 | -72 | -79 | -77 | -73 | -79 | -70 |
| H | 1725943136.151 | 102.737 | 20.078 | 60.960 | -75 | -72 | -71 | -71 | -71 | -72 | -68 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943218.160
- **Target RSSI fingerprint:** [-78, -78, -75, -84, -75, -79, -76, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
17.830427836049157,
111.68350219726562,
60.96
] | 8 |
17,665 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828613.143 | 123.114 | 67.652 | 42.672 | -87 | -74 | -84 | -76 | -79 | -87 | -72 | -78 |
| B | 1722828619.149 | 123.114 | 59.783 | 42.672 | -88 | -90 | -80 | -79 | -79 | -87 | -76 | -80 |
| C | 1722828513.153 | 119.718 | 54.581 | 42.672 | -84 | -81 | -84 | -87 | -76 | -75 | -74 | -74 |
| D | 1722828547.149 | 46.698 | 96.661 | 42.672 | -87 | -83 | -81 | -81 | -80 | -89 | -87 | -78 |
| E | 1722828887.162 | 75.567 | 54.528 | 42.672 | -89 | -90 | -84 | -84 | -85 | -78 | -77 | -82 |
| F | 1722828508.157 | 105.284 | 40.687 | 42.672 | -85 | -86 | -85 | -88 | -77 | -79 | -86 | -76 |
| G | 1722828662.150 | 0.849 | 51.383 | 42.672 | -96 | -96 | -87 | -81 | -94 | -89 | -100 | -90 |
| H | 1722828651.141 | 23.774 | 33.707 | 42.672 | -84 | -84 | -83 | -81 | -84 | -71 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828888.145
- **Target RSSI fingerprint:** [-89, -89, -87, -87, -81, -77, -89, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96281826146343,
51.18384838104248,
42.672000000000004
] | 8 |
17,043 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994493.225 | 16.132 | 88.275 | 51.816 | -93 | -90 | -78 | -80 | -75 | -81 | -70 | -65 |
| B | 1731994835.233 | 95.944 | 39.705 | 51.816 | -87 | -89 | -84 | -70 | -79 | -72 | -72 | -80 |
| C | 1731994480.240 | 0.000 | 66.246 | 51.816 | -83 | -86 | -84 | -89 | -77 | -85 | -76 | -76 |
| D | 1731994734.228 | 97.642 | 97.604 | 51.816 | -94 | -87 | -86 | -88 | -77 | -74 | -71 | -84 |
| E | 1731994460.208 | 44.151 | 28.292 | 51.816 | -73 | -77 | -87 | -82 | -83 | -83 | -73 | -83 |
| F | 1731994822.216 | 123.114 | 74.115 | 51.816 | -85 | -77 | -89 | -81 | -82 | -81 | -78 | -67 |
| G | 1731994636.220 | 93.397 | 41.045 | 51.816 | -86 | -88 | -81 | -75 | -76 | -68 | -71 | -72 |
| H | 1731994358.219 | 70.472 | 115.399 | 51.816 | -84 | -80 | -100 | -85 | -90 | -81 | -88 | -74 |
| I | 1731994565.221 | 25.472 | 80.591 | 51.816 | -89 | -83 | -79 | -83 | -82 | -76 | -75 | -71 |
| J | 1731994396.207 | 26.321 | 47.760 | 51.816 | -85 | -92 | -87 | -87 | -88 | -81 | -76 | -78 |
| K | 1731994633.222 | 102.737 | 52.630 | 51.816 | -85 | -91 | -85 | -76 | -78 | -72 | -71 | -76 |
| L | 1731994777.223 | 15.283 | 59.159 | 51.816 | -92 | -90 | -77 | -83 | -85 | -74 | -75 | -70 |
| M | 1731994666.236 | 5.094 | 55.696 | 51.816 | -79 | -78 | -78 | -78 | -88 | -84 | -80 | -74 |
| N | 1731994286.226 | 21.227 | 79.436 | 51.816 | -100 | -88 | -81 | -85 | -75 | -82 | -72 | -71 |
| O | 1731994531.237 | 97.642 | 70.373 | 51.816 | -90 | -91 | -89 | -85 | -80 | -80 | -76 | -81 |
| P | 1731994457.239 | 56.887 | 19.574 | 51.816 | -66 | -74 | -83 | -84 | -74 | -78 | -73 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994250.221
- **Target RSSI fingerprint:** [-81, -87, -80, -85, -81, -84, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37781963286179,
13.376541137695312,
51.816
] | 16 |
39,681 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126962.125 | 129.061 | 67.719 | 42.672 | -94 | -86 | -75 | -100 | -100 | -72 | -69 | -100 |
| B | 1724127136.143 | 106.985 | 60.911 | 42.672 | -92 | -100 | -86 | -81 | -90 | -81 | -78 | -91 |
| C | 1724126939.162 | 50.096 | 33.640 | 42.672 | -89 | -100 | -74 | -100 | -74 | -100 | -66 | -64 |
| D | 1724126728.136 | 61.134 | 68.940 | 42.672 | -73 | -71 | -87 | -77 | -75 | -80 | -83 | -63 |
| E | 1724126838.143 | 51.794 | 66.976 | 42.672 | -80 | -75 | -84 | -79 | -78 | -83 | -84 | -67 |
| F | 1724126876.143 | 138.401 | 43.275 | 42.672 | -100 | -100 | -77 | -78 | -100 | -81 | -85 | -91 |
| G | 1724127026.173 | 68.776 | 78.003 | 42.672 | -69 | -66 | -76 | -78 | -75 | -81 | -81 | -62 |
| H | 1724126873.142 | 127.363 | 38.272 | 42.672 | -100 | -100 | -83 | -75 | -84 | -77 | -82 | -91 |
| I | 1724126914.147 | 50.096 | 63.738 | 42.672 | -77 | -74 | -86 | -78 | -76 | -82 | -83 | -64 |
| J | 1724127150.140 | 136.703 | 53.294 | 42.672 | -90 | -84 | -83 | -85 | -100 | -81 | -84 | -100 |
| K | 1724126836.135 | 43.303 | 62.411 | 42.672 | -75 | -75 | -77 | -76 | -71 | -77 | -79 | -64 |
| L | 1724126845.129 | 72.172 | 77.751 | 42.672 | -71 | -68 | -82 | -79 | -82 | -74 | -76 | -64 |
| M | 1724127194.218 | 34.813 | 47.455 | 42.672 | -100 | -100 | -82 | -100 | -69 | -100 | -79 | -63 |
| N | 1724126842.142 | 67.927 | 75.562 | 42.672 | -71 | -68 | -85 | -78 | -80 | -78 | -79 | -65 |
| O | 1724126818.138 | 49.247 | 11.877 | 42.672 | -100 | -100 | -100 | -84 | -75 | -75 | -61 | -65 |
| P | 1724126908.162 | 78.116 | 77.366 | 42.672 | -73 | -70 | -85 | -80 | -100 | -85 | -80 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126730.141
- **Target RSSI fingerprint:** [-75, -72, -85, -79, -74, -80, -83, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79424646483151,
64.3480634689331,
42.672000000000004
] | 16 |
23,621 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937724.182 | 90.850 | 60.938 | 30.480 | -80 | -82 | -86 | -78 | -81 | -67 | -81 | -75 |
| B | 1725938039.150 | 96.794 | 0.186 | 30.480 | -73 | -85 | -84 | -83 | -85 | -80 | -81 | -67 |
| C | 1725937671.143 | 3.396 | 38.842 | 30.480 | -70 | -64 | -67 | -80 | -66 | -77 | -57 | -59 |
| D | 1725938045.143 | 96.794 | 5.122 | 30.480 | -73 | -82 | -75 | -69 | -75 | -78 | -81 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937625.152
- **Target RSSI fingerprint:** [-70, -82, -75, -73, -71, -66, -78, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83103248615305,
75.18996238708496,
30.48
] | 4 |
34,254 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723690099.149 | 213.970 | 123.972 | 42.672 | -78 | -81 | -83 | -83 | -66 | -76 | -82 | -72 |
| B | 1723690006.154 | 173.214 | 19.773 | 42.672 | -100 | -78 | -100 | -81 | -87 | -78 | -75 | -77 |
| C | 1723689763.150 | 192.742 | 84.572 | 42.672 | -81 | -86 | -76 | -85 | -91 | -85 | -81 | -91 |
| D | 1723690219.149 | 155.383 | 1.924 | 42.672 | -100 | -93 | -100 | -86 | -87 | -86 | -70 | -76 |
| E | 1723690078.153 | 213.970 | 68.011 | 42.672 | -100 | -85 | -100 | -85 | -83 | -85 | -80 | -80 |
| F | 1723689604.170 | 124.816 | 27.655 | 42.672 | -81 | -82 | -78 | -85 | -83 | -89 | -74 | -77 |
| G | 1723689779.166 | 227.555 | 104.876 | 42.672 | -83 | -85 | -82 | -85 | -81 | -76 | -100 | -83 |
| H | 1723689966.162 | 200.384 | 94.896 | 42.672 | -80 | -84 | -75 | -85 | -100 | -86 | -100 | -86 |
| I | 1723690182.165 | 234.348 | 93.052 | 42.672 | -89 | -87 | -89 | -85 | -85 | -81 | -100 | -89 |
| J | 1723690247.154 | 25.473 | 62.052 | 42.672 | -78 | -89 | -87 | -82 | -100 | -100 | -73 | -76 |
| K | 1723690108.146 | 205.479 | 134.509 | 42.672 | -81 | -89 | -83 | -89 | -77 | -82 | -87 | -83 |
| L | 1723689695.161 | 227.555 | 103.456 | 42.672 | -80 | -82 | -75 | -82 | -72 | -84 | -79 | -74 |
| M | 1723689758.145 | 174.912 | 67.905 | 42.672 | -84 | -87 | -79 | -83 | -81 | -75 | -78 | -77 |
| N | 1723690038.165 | 127.363 | 67.759 | 42.672 | -90 | -90 | -86 | -81 | -87 | -76 | -92 | -79 |
| O | 1723689686.143 | 236.046 | 87.306 | 42.672 | -100 | -85 | -100 | -84 | -84 | -80 | -90 | -82 |
| P | 1723689837.166 | 123.967 | 67.772 | 42.672 | -82 | -82 | -81 | -83 | -76 | -86 | -71 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689565.945
- **Target RSSI fingerprint:** [-79, -100, -87, -100, -100, -100, -91, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132632060170646,
73.9956283569336,
42.672000000000004
] | 16 |
20,947 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840830.171 | 22.076 | 111.869 | 60.960 | -80 | -82 | -71 | -80 | -74 | -82 | -80 | -69 |
| B | 1722840869.178 | 89.152 | 105.685 | 60.960 | -74 | -73 | -76 | -74 | -72 | -71 | -66 | -65 |
| C | 1722841026.155 | 61.982 | 70.439 | 60.960 | -77 | -82 | -72 | -69 | -76 | -75 | -75 | -71 |
| D | 1722841444.195 | 37.359 | 32.406 | 60.960 | -84 | -79 | -81 | -68 | -67 | -70 | -71 | -81 |
| E | 1722840821.151 | 52.642 | 78.468 | 60.960 | -75 | -87 | -79 | -78 | -76 | -80 | -75 | -68 |
| F | 1722841452.153 | 7.642 | 8.294 | 60.960 | -100 | -74 | -100 | -71 | -67 | -71 | -77 | -100 |
| G | 1722841181.151 | 99.340 | 140.799 | 60.960 | -83 | -78 | -75 | -83 | -85 | -83 | -71 | -71 |
| H | 1722841172.169 | 65.378 | 110.502 | 60.960 | -82 | -86 | -81 | -84 | -77 | -72 | -74 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840849.164
- **Target RSSI fingerprint:** [-83, -76, -84, -85, -76, -75, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.00031521376733,
155.48902034759521,
60.96
] | 8 |
1,732 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009630.159 | 207.171 | 4.220 | 60.960 | -95 | -91 | -95 | -89 | -88 | -91 | -100 | -85 |
| B | 1723009852.150 | 40.755 | 84.705 | 60.960 | -100 | -100 | -82 | -80 | -70 | -74 | -72 | -78 |
| C | 1723009808.164 | 150.284 | 6.556 | 60.960 | -87 | -74 | -72 | -68 | -100 | -65 | -84 | -59 |
| D | 1723010064.151 | 69.623 | 79.158 | 60.960 | -80 | -72 | -78 | -75 | -65 | -79 | -69 | -73 |
| E | 1723010180.160 | 29.717 | 41.589 | 60.960 | -90 | -77 | -89 | -83 | -65 | -77 | -72 | -70 |
| F | 1723010099.156 | 19.528 | 52.604 | 60.960 | -76 | -73 | -85 | -66 | -63 | -64 | -74 | -75 |
| G | 1723010570.148 | 196.982 | 1.699 | 60.960 | -82 | -100 | -95 | -102 | -102 | -100 | -100 | -96 |
| H | 1723010478.167 | 197.831 | 18.326 | 60.960 | -72 | -76 | -84 | -86 | -100 | -81 | -83 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009937.153
- **Target RSSI fingerprint:** [-87, -75, -70, -72, -77, -69, -73, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
117.1705856678386,
46.12783432006836,
60.96
] | 8 |
35,474 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689953.147 | 155.383 | 49.618 | 42.672 | -81 | -100 | -100 | -75 | -77 | -74 | -72 | -76 |
| B | 1723689984.159 | 236.046 | 90.424 | 42.672 | -83 | -88 | -88 | -87 | -83 | -78 | -88 | -100 |
| C | 1723690211.153 | 162.175 | 1.553 | 42.672 | -86 | -100 | -100 | -87 | -83 | -87 | -83 | -76 |
| D | 1723690065.149 | 191.044 | 54.913 | 42.672 | -82 | -100 | -100 | -100 | -80 | -70 | -79 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689795.153
- **Target RSSI fingerprint:** [-82, -100, -100, -89, -84, -85, -74, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
213.969646271737,
61.083550453186035,
42.672000000000004
] | 4 |
5,603 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004379.143 | 130.756 | 11.267 | 60.960 | -100 | -87 | -85 | -74 | -71 | -79 | -86 | -73 |
| B | 1723004875.148 | 4.245 | 79.145 | 60.960 | -86 | -79 | -73 | -81 | -82 | -77 | -72 | -75 |
| C | 1723004917.145 | 129.057 | 13.536 | 60.960 | -81 | -83 | -78 | -71 | -70 | -76 | -73 | -74 |
| D | 1723004878.172 | 8.491 | 64.600 | 60.960 | -86 | -78 | -76 | -76 | -82 | -75 | -73 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004769.137
- **Target RSSI fingerprint:** [-80, -81, -85, -81, -82, -77, -70, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.05686189704048,
89.16367053985596,
60.96
] | 4 |
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